{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Link prediction with Continuous-Time Dynamic Network Embeddings (CTDNE)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "nbsphinx": "hidden",
    "tags": [
     "CloudRunner"
    ]
   },
   "source": [
    "<table><tr><td>Run the latest release of this notebook:</td><td><a href=\"https://mybinder.org/v2/gh/stellargraph/stellargraph/master?urlpath=lab/tree/demos/link-prediction/ctdne-link-prediction.ipynb\" alt=\"Open In Binder\" target=\"_parent\"><img src=\"https://mybinder.org/badge_logo.svg\"/></a></td><td><a href=\"https://colab.research.google.com/github/stellargraph/stellargraph/blob/master/demos/link-prediction/ctdne-link-prediction.ipynb\" alt=\"Open In Colab\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\"/></a></td></tr></table>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Reference Paper: http://ryanrossi.com/pubs/nguyen-et-al-WWW18-BigNet.pdf\n",
    "\n",
    "This is a demo of StellarGraph's implementation of Continuous-Time Dynamic Network Embeddings. The steps outlined in this notebook show how time respecting random walks can be obtained from a graph containing time information on edges, and how these walks can be used to generate network embeddings for a link prediction task.\n",
    "\n",
    "We compare the embeddings learnt from temporal walks with non-temporal walks in this demo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "nbsphinx": "hidden",
    "tags": [
     "CloudRunner"
    ]
   },
   "outputs": [],
   "source": [
    "# install StellarGraph if running on Google Colab\n",
    "import sys\n",
    "if 'google.colab' in sys.modules:\n",
    "  %pip install -q stellargraph[demos]==1.2.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "nbsphinx": "hidden",
    "tags": [
     "VersionCheck"
    ]
   },
   "outputs": [],
   "source": [
    "# verify that we're using the correct version of StellarGraph for this notebook\n",
    "import stellargraph as sg\n",
    "\n",
    "try:\n",
    "    sg.utils.validate_notebook_version(\"1.2.1\")\n",
    "except AttributeError:\n",
    "    raise ValueError(\n",
    "        f\"This notebook requires StellarGraph version 1.2.1, but a different version {sg.__version__} is installed.  Please see <https://github.com/stellargraph/stellargraph/issues/1172>.\"\n",
    "    ) from None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import display, HTML\n",
    "from sklearn.manifold import TSNE\n",
    "from sklearn.model_selection import train_test_split\n",
    "from stellargraph import StellarGraph\n",
    "from stellargraph.datasets import IAEnronEmployees\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset\n",
    "\n",
    "The dataset used in this demo is called `enron-ia-employees`, available in Network Repository: http://networkrepository.com/ia-enron-employees.php"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "DataLoadingLinks"
    ]
   },
   "source": [
    "(See [the \"Loading from Pandas\" demo](../basics/loading-pandas.ipynb) for details on how data can be loaded.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": [
     "DataLoading"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "A dataset of edges that represent emails sent from one employee to another.There are 50572 edges, and each of them contains timestamp information. Edges refer to 151 unique node IDs in total.Ryan A. Rossi and Nesreen K. Ahmed “The Network Data Repository with Interactive Graph Analytics and Visualization” (2015)"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset = IAEnronEmployees()\n",
    "display(HTML(dataset.description))\n",
    "\n",
    "full_graph, edges = dataset.load()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Split edges\n",
    "\n",
    "We want to split the edges into parts that can be used for our link prediction task:\n",
    "* the oldest edges are used to create the graph structure\n",
    "* the recent edges are what we are interested in predicting - we randomly split this part further into training and test sets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of edges in graph: 37929\n",
      "Number of edges in training set: 9482\n",
      "Number of edges in test set: 3161\n"
     ]
    }
   ],
   "source": [
    "# subset of edges to split\n",
    "train_subset = 0.25\n",
    "test_subset = 0.25\n",
    "\n",
    "# number of edges to be kept in the graph\n",
    "num_edges_graph = int(len(edges) * (1 - train_subset))\n",
    "\n",
    "# keep older edges in graph, and predict more recent edges\n",
    "edges_graph = edges[:num_edges_graph]\n",
    "edges_other = edges[num_edges_graph:]\n",
    "\n",
    "# split recent edges further to train and test sets\n",
    "edges_train, edges_test = train_test_split(edges_other, test_size=test_subset)\n",
    "\n",
    "print(\n",
    "    f\"Number of edges in graph: {len(edges_graph)}\\n\"\n",
    "    f\"Number of edges in training set: {len(edges_train)}\\n\"\n",
    "    f\"Number of edges in test set: {len(edges_test)}\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a StellarGraph\n",
    "\n",
    "Now we can use the edges we've reserved for the graph to create an instance of the StellarGraph class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "graph = StellarGraph(\n",
    "    nodes=pd.DataFrame(index=full_graph.nodes()),\n",
    "    edges=edges_graph,\n",
    "    edge_weight_column=\"time\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create link examples for training and testing\n",
    "\n",
    "The edges that we've reserved for the train/test sets become examples of positive links. \n",
    "\n",
    "We also need to randomly generate some examples of negative links in order to train our classifier."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def positive_and_negative_links(g, edges):\n",
    "    pos = list(edges[[\"source\", \"target\"]].itertuples(index=False))\n",
    "    neg = sample_negative_examples(g, pos)\n",
    "    return pos, neg\n",
    "\n",
    "\n",
    "def sample_negative_examples(g, positive_examples):\n",
    "    positive_set = set(positive_examples)\n",
    "\n",
    "    def valid_neg_edge(src, tgt):\n",
    "        return (\n",
    "            # no self-loops\n",
    "            src != tgt\n",
    "            and\n",
    "            # neither direction of the edge should be a positive one\n",
    "            (src, tgt) not in positive_set\n",
    "            and (tgt, src) not in positive_set\n",
    "        )\n",
    "\n",
    "    possible_neg_edges = [\n",
    "        (src, tgt) for src in g.nodes() for tgt in g.nodes() if valid_neg_edge(src, tgt)\n",
    "    ]\n",
    "    return random.sample(possible_neg_edges, k=len(positive_examples))\n",
    "\n",
    "\n",
    "pos, neg = positive_and_negative_links(graph, edges_train)\n",
    "pos_test, neg_test = positive_and_negative_links(graph, edges_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's good to verify that the data structures we've created so far from the raw data look reasonable.\n",
    "\n",
    "`StellarGraph.info` is a useful method for inspecting the graph we've created, and we can also check that the number of link examples correspond to the train/test subset values we defined earlier.\n",
    "\n",
    "And we can also check that the number of link examples correspond to the train/test subset values we defined earlier."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "StellarGraph: Undirected multigraph\n",
      " Nodes: 151, Edges: 37929\n",
      "\n",
      " Node types:\n",
      "  default: [151]\n",
      "    Features: none\n",
      "    Edge types: default-default->default\n",
      "\n",
      " Edge types:\n",
      "    default-default->default: [37929]\n",
      "Training examples: 9482 positive links, 9482 negative links\n",
      "Test examples: 3161 positive links, 3161 negative links\n"
     ]
    }
   ],
   "source": [
    "print(\n",
    "    f\"{graph.info()}\\n\"\n",
    "    f\"Training examples: {len(pos)} positive links, {len(neg)} negative links\\n\"\n",
    "    f\"Test examples: {len(pos_test)} positive links, {len(neg_test)} negative links\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Running random walks\n",
    "Define the random walk parameters we'd like to use:\n",
    "* `num_walks_per_node` - Number of random walks to perform per starting node.\n",
    "* `walk_length` - Length of each random walk. For temporal walks, this is the *maximum* length of a walk, since walks may end up being shorter when there are not enough time respecting edges to traverse.\n",
    "* `context_window_size` - Size of the context window used to train the Word2Vec model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": [
     "parameters"
    ]
   },
   "outputs": [],
   "source": [
    "num_walks_per_node = 10\n",
    "walk_length = 80\n",
    "context_window_size = 10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We try to keep the setup comparable between the use of temporal and biased (static) random walks. For temporal walks, the input parameter is defined in terms of the total number of context windows you are interested in obtaining, which differs from the traditional approach of specifying the number of walks to run per node in the graph. We calculate the number of context windows we need in terms of the traditional parameters as:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_cw = len(graph.nodes()) * num_walks_per_node * (walk_length - context_window_size + 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We're now ready to do the walks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of temporal random walks: 1827\n"
     ]
    }
   ],
   "source": [
    "from stellargraph.data import TemporalRandomWalk\n",
    "\n",
    "temporal_rw = TemporalRandomWalk(graph)\n",
    "temporal_walks = temporal_rw.run(\n",
    "    num_cw=num_cw,\n",
    "    cw_size=context_window_size,\n",
    "    max_walk_length=walk_length,\n",
    "    walk_bias=\"exponential\",\n",
    ")\n",
    "\n",
    "print(\"Number of temporal random walks: {}\".format(len(temporal_walks)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of static random walks: 1510\n"
     ]
    }
   ],
   "source": [
    "from stellargraph.data import BiasedRandomWalk\n",
    "\n",
    "static_rw = BiasedRandomWalk(graph)\n",
    "static_walks = static_rw.run(\n",
    "    nodes=graph.nodes(), n=num_walks_per_node, length=walk_length\n",
    ")\n",
    "\n",
    "print(\"Number of static random walks: {}\".format(len(static_walks)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the random walks obtained, we can train our Word2Vec models to generate node embeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from gensim.models import Word2Vec\n",
    "\n",
    "embedding_size = 128\n",
    "temporal_model = Word2Vec(\n",
    "    temporal_walks,\n",
    "    size=embedding_size,\n",
    "    window=context_window_size,\n",
    "    min_count=0,\n",
    "    sg=1,\n",
    "    workers=2,\n",
    "    iter=1,\n",
    ")\n",
    "static_model = Word2Vec(\n",
    "    static_walks,\n",
    "    size=embedding_size,\n",
    "    window=context_window_size,\n",
    "    min_count=0,\n",
    "    sg=1,\n",
    "    workers=2,\n",
    "    iter=1,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For convenience, we can use the trained Word2Vec models to define helper functions that transform a node ID into a node embedding.\n",
    "\n",
    "NOTE: Temporal walks may not generate an embedding for every node in the graph; if there's no temporal walks that involve a particular node or they are all too short, the node won't appear in any context window. We handle this by using zeros as embeddings for such nodes to indicate that they are uninformative."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "unseen_node_embedding = np.zeros(embedding_size)\n",
    "\n",
    "\n",
    "def temporal_embedding(u):\n",
    "    try:\n",
    "        return temporal_model.wv[u]\n",
    "    except KeyError:\n",
    "        return unseen_node_embedding\n",
    "\n",
    "\n",
    "def static_embedding(u):\n",
    "    return static_model.wv[u]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Node Embedding Visualisation\n",
    "\n",
    "For visualisation of embeddings, we'll first define a helper function that we can also use later to show the TSNE visualisation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_tsne(title, x, y=None):\n",
    "    tsne = TSNE(n_components=2)\n",
    "    x_t = tsne.fit_transform(x)\n",
    "\n",
    "    plt.figure(figsize=(7, 7))\n",
    "    plt.title(title)\n",
    "    alpha = 0.7 if y is None else 0.5\n",
    "\n",
    "    scatter = plt.scatter(x_t[:, 0], x_t[:, 1], c=y, cmap=\"jet\", alpha=alpha)\n",
    "    if y is not None:\n",
    "        plt.legend(*scatter.legend_elements(), loc=\"lower left\", title=\"Classes\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can visualise the node embeddings to take a glance at how the temporal walks have resulted in groups of nodes being clustered together"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "temporal_node_embeddings = temporal_model.wv.vectors\n",
    "static_node_embeddings = static_model.wv.vectors\n",
    "plot_tsne(\"TSNE visualisation of temporal node embeddings\", temporal_node_embeddings)\n",
    "plot_tsne(\"TSNE visualisation of static node embeddings\", static_node_embeddings)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Link Prediction using Node Embeddings\n",
    "\n",
    "The node embeddings we've generated can now be used as input for a link prediction task. The reported AUC scores from the reference paper for this dataset are:\n",
    "\n",
    "* Node2Vec: 0.759 \n",
    "* CTDNE: 0.777\n",
    "\n",
    "It turns out both the Node2Vec and CTDNE in this notebook perform much better than the paper. We may not have exactly reproduced the conditions under which the paper was testing.\n",
    "\n",
    "Below are a set of helper functions we can use to train and evaluate a link prediction classifier. The rest of the notebook will use the binary operator defined in the cell below.\n",
    "\n",
    "Other commonly used binary operators are `hadamard`, `average`, and `L1` operators. Alternatively, other user defined function taking two node embeddings to produce a link embedding could be used, but may affect convergence of the classifier model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def operator_l2(u, v):\n",
    "    return (u - v) ** 2\n",
    "\n",
    "\n",
    "binary_operator = operator_l2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.linear_model import LogisticRegressionCV\n",
    "from sklearn.metrics import roc_auc_score\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "\n",
    "def link_examples_to_features(link_examples, transform_node):\n",
    "    op_func = (\n",
    "        operator_func[binary_operator]\n",
    "        if isinstance(binary_operator, str)\n",
    "        else binary_operator\n",
    "    )\n",
    "    return [\n",
    "        op_func(transform_node(src), transform_node(dst)) for src, dst in link_examples\n",
    "    ]\n",
    "\n",
    "\n",
    "def link_prediction_classifier(max_iter=2000):\n",
    "    lr_clf = LogisticRegressionCV(Cs=10, cv=10, scoring=\"roc_auc\", max_iter=max_iter)\n",
    "    return Pipeline(steps=[(\"sc\", StandardScaler()), (\"clf\", lr_clf)])\n",
    "\n",
    "\n",
    "def evaluate_roc_auc(clf, link_features, link_labels):\n",
    "    predicted = clf.predict_proba(link_features)\n",
    "\n",
    "    # check which class corresponds to positive links\n",
    "    positive_column = list(clf.classes_).index(1)\n",
    "    return roc_auc_score(link_labels, predicted[:, positive_column])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll create some positive and negative examples to train our classifier on. The negative examples can be randomly generated from the available nodes in the graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def labelled_links(positive_examples, negative_examples):\n",
    "    return (\n",
    "        positive_examples + negative_examples,\n",
    "        np.repeat([1, 0], [len(positive_examples), len(negative_examples)]),\n",
    "    )\n",
    "\n",
    "\n",
    "link_examples, link_labels = labelled_links(pos, neg)\n",
    "link_examples_test, link_labels_test = labelled_links(pos_test, neg_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Link prediction classifier using temporal embeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Score (ROC AUC): 0.96\n"
     ]
    }
   ],
   "source": [
    "temporal_clf = link_prediction_classifier()\n",
    "temporal_link_features = link_examples_to_features(link_examples, temporal_embedding)\n",
    "temporal_link_features_test = link_examples_to_features(\n",
    "    link_examples_test, temporal_embedding\n",
    ")\n",
    "temporal_clf.fit(temporal_link_features, link_labels)\n",
    "temporal_score = evaluate_roc_auc(\n",
    "    temporal_clf, temporal_link_features_test, link_labels_test\n",
    ")\n",
    "\n",
    "print(f\"Score (ROC AUC): {temporal_score:.2f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Link prediction classifier using static embeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Score (ROC AUC): 0.96\n"
     ]
    }
   ],
   "source": [
    "static_clf = link_prediction_classifier()\n",
    "static_link_features = link_examples_to_features(link_examples, static_embedding)\n",
    "static_link_features_test = link_examples_to_features(\n",
    "    link_examples_test, static_embedding\n",
    ")\n",
    "static_clf.fit(static_link_features, link_labels)\n",
    "static_score = evaluate_roc_auc(static_clf, static_link_features_test, link_labels_test)\n",
    "\n",
    "print(f\"Score (ROC AUC): {static_score:.2f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Link Embedding Visualisation\n",
    "\n",
    "As with the nodes, we can visualise the embeddings for each link to see how the positive links (with class `1` ) are reasonably well clustered and similarly for the false links (with class `0` )."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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qpzwUQAhhAi4HPgteegNoA3QDcoFptcdIKd+WUvaSUvaKiYk5GWIqTiGOAwcO2ydvw4bjuqarkTi1vStW1HifevHFxHXpQklmJnqzGb3JhDUyksiUFKLatMHv9R7qXM85nNFuBykxWCyYQkLQ/H6EXo+rsBBLRASO/ftpce65x+3ejgZrVBRRbdooxaY4KzhZ6beGE9i1HQCo/B9ACPEO8L+TJMcZSVmZm717S7BajSQnR6DTnZkVnRsjvmvXw/bRHaHp73BYoqIa3Lm1uvDCGu8NFgv97r+fovR0irOyWPTQQ7iLizGFhIBOh9/jqTlBrfI3lshIhE6H3+1GFwzY9lZUYLRYKM3JIbptW9pdqvyqFIrjxclSbtcCcyrfCCESpJS5wbejgUbsOX9uFi5M55NPAo9H0yAxMYx77+171tXRiu3Y8bB9Ol933XFd89L//IcvrrqqboNez0VTptS5LIQgKjWVqNRUrv7iCxY/8QTZq1aBlLTo0ydQDqe4uE64gzk8PGC+tFrRGQwgJQk9e2KNisJZWEiX8eNpO3w4xmC8m0KhOHZOuFlSCGEHLgK+rHb5eSHEFiHEZmAQ8I8TLceZyI4dBXz88Wbi4kJISgqnVatw8vIcvPHGWs6EtGlHyjnjxjXYZomKYvAzzxzX9TqNHRvIfl/N29EYEsLtjZ2dARUVHmRYLGNmzuT2jRu5/ddfueqTT7gvMxNbrdI1Ya1a0WHcOKzh4fg8HnQGA1GpqaQMHkxo8+akDBrEOaNHK8WmUBxnVG7J05gZM35l1ap9JCQcijeSUrJ3bwlTpgypcf1sYfaIEXUyY0R07szY9947fPDxCSYvz8Fjj/3I8uWZaJokLS2aZ54ZRLduCTX6uUtLObB1K5s//hiTzYbJbkdKSWF6OtmrVhGVmkpIQgKhCQn0vfdeQuLiTtEdKRRnNo05lKiSN6cxFRVeDIaam2shBEIIPJ7jk5H+dOO6/wWOXzWfj5z16xE6HQnduwfMeacQTdO4+eZv2b49n7i4EHQ62L27iBtv/Ib58/9CfHxIVV9zWBgt+/XDaDaz+tVXcRUVYbBa0en1dBg7lnPGjMEaFUVESspJLXNzItg0ezYL/vEP3MXF2BMSGPPxxyQPGHCqxVIolHI7nenVqzmrV2cTHW1DBD3wHA4PoaEmWrQ4uz3adAYDiX37nmox2DFvHp9ddRW7yyNZyWjsRonD3gGr1UhMjI3s7DI++WQLEyf2qzM2oUcPBk2aROby5TgLCojt3JnEc889a0yQcydMYN2rr1a9L8vM5MOBA7l8xgy633jjqRNMoUApt9OaHj0S6NEjgV9/zcVsNuDzaeh0gnvv7VtnR/dnxVVczMaPPsJgNtPthhuOuFTMunffJXvdOvo/9hjRLVvWaMteu5Y5QQ/Gg7TFhQWvV6N4025C4uIID7dgMOjYs6e4akxhejrrZswkY1s2rXp2ZuDt19Nl/Phjv9HThM2zZ5O5ZAmRbdvWUGzV+d/f/66Um+KUo5TbaYzRqOfuu/uwdWsev/2WR3i4hT59WhAbaz/Vop1y9m/cyFvdu9e4Nvfuu7ni3XfpesMNhx3/x3ff8d/LL696v/Gtt7C3aMED1QqGzhk9uur1QWLQ0GPEG/DCcpdTXCwxGHR06xY4M9u7YgWvXP8YawoT8Qsj2g/rSHl7FS/9MJXmbVsd2w2fYlzFxbzVsyelwSwxWiNn9ZrLdbLEUigaRH39P80xGHR07RrP+PFdGDGinVJsgMPhqKPYAPB6+frmm3Hk5x92juqKrZLy7GxmXnQREHDcyc0po4AoyrDjwkYkBXgw4UOHs6wCl8uH0ajnyis7oGkanz44hZ+L2xAWZiEuQhAfqSejwMDkv791zPd8qvnyhhsCAexWK0a7vapMj0JxuqKUm+KM46OBAxtu9PtZ9dJLjY5fOnlyg217Fi3ile7ncrFpEIvlIFYwgIVcRBl22rKTFuxDj4bOYKBNm0iuvbYTYWEWKvLy2JDux2wxYNIHclUKAdF2jY2bDlJU5Dyqez1dyFyyBJ3RiC6YPkzfiCOMRWUUUpwGKLOk4oyjYPv2Rtudh9m5Za9d22j7vE168okknGIE4EPPAeIoJookckgih/Pue5SsrHIuvjgVAIPNhlNaMIqaXqxS+tEb9VRUeImMPHN3O1LT6qQV01ksdUyQwmDg9s2bT6ZoCkW9qJ2b4ozDaG/cNHtOfVlHqjHgoYcabCvHxkF9AmGUotMFdicG/MSShwM7xYRj6nAeG+atwp++gbkzFvKPe+fy0ac7adupJaVl3qoAe6lpOJ0+mrdPPSZzssvlYlrLllVleSbpdHz3t78d9XwN8fsXX/DBoEG82rYtMy64gC2fflrVFtetG5rHg1atgoLQNMzNmtHlxhuJ79WL8x59lCe9XiJqBbIrFKcCtXNTnHFcOWcOs4JnY7WJbNeO1AbaKml53nkYw8LwlpbWafNhQGiyMok/Qq9H8/sJtepIbebjost6kb1jL9ISxqo9ZopX/UFETA6O8q54mg8kOm4puQfKsOg9+KQOe/O2dNVvYXrLREwhIQx8/PEj9iR8OT4eT0nJoQtSsuGdd7BER9ebJuxo+P2rr1j40EOYQkKwJyTgLi3lx0cfBU2j87XXMuq993jv3HNxBwvHCgLhGpe/+SYdxo49LjIoFMcTlaFEcUYy+4or2PnNNzWuRbRty12//96kKtZer5d/t26No9I70mAgKi2Ngm07WCAuRuf3Ytb5kBI0zU9pTFfsFoHUNJJjYfuv6RjxYiaQUuuccePw2uPo2jWeBHMZ69dkEtsyhqzJfyPUtb/G2u3GjOHaL75o0n1mrVnD+w3F+xmNXPzCC+z47rvAvCNH0uv22+sNh3CVlvLLtGnsmjcPqWm0HjaM8x54AFtUFAAfDhlCRX4+1mqFZF0lJZjsdm4OVkhw5Oez/Omn2bd6NRHJyQyaNInotLSqnaqoZrbM+/131r31FmVZWcR27kyP224jPDGxSfesUDSVxjKUKOWmOKOZf999+H0+LpgyhZCQkMMPAJZNnszSp55CC5apMdhsjJk1i8iUFN7t25ccbzNWaYG/F730ki9icdhaYNJLhPRTXubEjYWObMVOedW8cb3PIzKtPW9+dD0AMy++mD0//FCjjpv0+0EI7t27l4gmfNgvuO8+Vr38coPtESkpmMPDAXCXlNCiTx/GzJ5d5fgBgewqn44ZQ97mzVibNQMhcBYUENW2Ldd++y0Gk4nX2rfHFh1dIxOMpmk4cnK4e8eOGvNV4nL5eOed9cyatYXiYhft2jXjrts7s/uJ68nbuLFO/+QhQ7jmm28wH8asrFA0lVNez02hOFFc8tJLXPbvfzdZsWUsX86SJ59E83oRBgPCYMBXUcHn48bRLDWVUTNmkBzl4UL5I23kDmI4CDo9Fp2fpJQYjI6DhFGKBuwhGQ2o/Hq4P30v7j/WkB90eMlauRKgSrFBwMyJlPz8wgtNkjf1sssabQ9NTMQSHo4lPJzQxESy165l77JlNfpkLlnCwd9+IzQxEZPdjslmI7RFC4p27WLXvHmBeVq0wF2rCrqnrIyQhIR6FZuUkmeeWcb06avxeHxER9tITy/kr1e8w+qN9dfJy1i8mNmnUVkfr9PJ5jlzWPDAA6x+/XUcDZQ/UpyZqDM3xZ+KxY8+ipQSffXacCYTfo+HH598kvOffpaSjzew8oed+KWOGEMJPpcOXA7cpVak1BCAlQpKCeV3OmLESwhl2Ipc9B0Gu+bNIzotrd68kZWWEnMTlXGbIUMw2Gz4KirqtBnDwmoonsrXB7ZsIblaPbqMpUtxFhWhMxiwxcai0+mq+lZ6nva++24WPvBAQLbwcDxlZbhLSujfgPPN3r0lLFyYTni4mdBQMwAWXymaz8t6etKKLHTUtQrtXbaMnHXraN6r3i/bJwSPx8+GDTmsX59LaKiZ/v2T2PPei/z84ovIakVm5991F7E9enDDggXYo6NPmnyKE4PauSn+VJQfOFCn3lolxRmZvPiv71jwYzY2g49Im0aeLoFSXTh+rx9nUSDNlkTgwRKId8OPhqCECEJMXlonWinLDZQqbB/McCL91cIDNA10OgY++WSTZb4/OxtztbMwCOStDKknnkzodNhjYwH46cknmWQwsOypp3AVFlKwfTtZy5dTEjxnlEBYUhIAHUaP5qIXX8QaFUV5bi7msDCGTJ1K52uvrVem/PwKHA4PVqux6lppdjZ6/DgIwU/DcXDLp05t8r0fK16vn3//exWvv76O338/yIoVe7ntkmeZ9ezsGoqtkrwNG/h369a4qjvwKM5I1M5NQe7GjcybMIHs1avRPB7Q6QhLSqLfAw/Q+4470J/ijPzHk6T+/SlKT0fTtKrdixZUPiH9LmHNl7uIFKUIIdEJSYyxjFxPJGWaDavbjS0mlryDZfjR04wCUtmFhg6BhinlXDL3FtJ7eCCJ8mVvv03m0qWUZGQcUnBCMGjyZExmc5NltkRE8EhhIS6XC1dxMRHx8XgcDj4YNIjyvDyswV2GMz8fS0QE7S67jFmjR7Pr66/rna84PR1XQQHN0tJIGzmy6nqH0aPpUC3lWGPExNix2Yy4XF5CQgL34nd78GPATjl6Gq5aUZie3tRbP2Y2btzP5s15pKREIISgvKAAz65f2UxnmpODiboKzlNWxqwRI7hl+fKTJqfi+KN2bn9yNs2axds9epC1fHlAsQFoGqWZmSy4914+u+qqqg//s4GLp0/HYLUifT78Xi9+jwfp8xHaogXxFw7HYDKh09f8s0g0FZKgz8ehWXBaY9EMdmxUkEQWAtCjodcbKN69m7w8B6mXXAKAyWRi4p49jP30U1KGDaPjtddyf04O5z/yyFHJbrFYqmLITCEhjJoxg/BWrXDk5uLIzSW8VStGzZiB3+NpULFV4iou5uKXX8bURPNobZKSwrjkklSKityUlbnx+fy4dCGApAcb6jVJVhJeK0H1iWTz5jzsdmOVJ2fGkiUY8KOho5SGK2tkr1qldm9nOGfPV3LFEZO/fTtf33BDg2Y6NI3t335L5rJlpAwadHKFO0H89M9/IoUI3LNOh8FqJXnIEMbNmUNuvpeQ5s3x/G7DU1aK3+tDZzDg9Wu0N6ST2L8554zqT0ioiQVzt+H5zUPZvn14y8vR/D58fg/5SxbwRs8lPJidXbVmx3Hj6DhuHDt/XMIbf32I4nJB76uGM+KuccdU3SGuUyf+Mm8eJcFkxpVK44u//KVJ47d98w1J/eqW6qnE79dITy8iLzObdmlxxLY8VFRVCMETT5xPTIydWbM2c/BgBSmpzUj5/X1ak9HougOPUrkfDRER5hq1Dx05uUG1KzDWs2urRPr9FGdkEN+16wmXUXFiUMrtT8wPDz0UOANqDE3jx3/+k1tWrMCxfz+5v/6KPSaG+B496vWiO52ZEhGBt/q3cb8fg83G+GC8XFKSpGfvlqwoHIR/43I8JcUcKLdSICMIad6MvNV7+GXpi0RbPTQ/73xEp/4c3P4hGgYchNCcHMIpoSKnhG9uu41R77xTtdScv9zCW3MyKZZhCAnf//xfPnxtMTM3vFblkFFeVMTCBx5gz5IlGC0Wet9+O73uuqtGHseDf/zBujfeoDQnh1YDBtDj9tvr7IQO/vZbk55HaU5Og2379zt45Oa3+O3HNWgeNwLo38rBU8s/qAphMJsNTJjQlwkT+qJpEpC82vZ9inc3vGb7sWMbVajHm379kpg7dyfl5R7sdhM6kwkHoURQRBh1g/irkJLw5OSTJqfi+KPi3P7EPB8djbOg4LD9dBYL5z/2GJs//hikREpJVGoql7/zDmHHGJi7+LHHWPuf/+B2ODDY7XQZP55Lp0+v6c14HKhdWLM6Q194gf5BT0G328fcuTtZvCid4twDFBS6MLiKKV+zGIkEBMWE05Yd6Oxh7CmPQodGCrtJJR1D5VmTXs+/fD4Astet456+t5MhkokyBOLiNE2j2Gdn3J3DeeS1v7H7p5/4aOjQOl82rNHRTEhPxxIWxtbPPuN/d9wRMB8LgZSS8FatuHnZMqzBYGyADwYPJvOnnw77TAZNnsz5jz1W57qUkgl//ZDVs77ATgU6gwGfJijx2XXBjLoAACAASURBVLg4eisdurcib/Nm7LGxDHrqKc654oqqse7ycj4aOpTsVatqTioEfSZMYPgrrxxWruPNhg25vPfeBpxOHzkbNuDd9BO9WIeNhpNZm8LDebS4uMF2xemBCuJW1MvUqCjcRUWH76jXE9GqFfa4OAwmUyC4d/9+4jp35uomZtqojc/n49U2barqg1XH0qwZ92ZmYjmOwb7PRkTUTGFVjZCEBO6vZxdTVuZmwoR57J39Fn6Pq8q13y2N6DUPQ/ix0TX/Ffzb+va2vzHpvQOEGb3oxSHl5XH7MSa1ZWHGa0y22dDc7nrnie/Vi1tXrWJ6cjLeigrMoaFAQEG6CgvpdtNNXFpNcf/6wQd8e9NNjcoG8HBZGZZ6ztyyskq4rvdD6A/swmA+5A1Z5LXSSkunK1uqkigLIRjwz38y+P/+r8YcxRkZ/DpjBsUZGSR0707XG2/EGhFxWJlOFB6Pn5ycMrKWLuanW65B+n2N9h/x9tv0vO22kySd4mhRQdyKeonu2LFJ/XRmMwarFUNwN6XT6QiJj+fA5s0UZ2Ye8brl5R6eGf0Q3+5N4WfOZT9xNdwPXAUFfH711Uc8b3V++SWL8eO/oG/fd7n22i/I8LdosK9ooHyLwaBDCIHP4wFRLeMHOoy6xp1swlNSaswv6nGwkAh0Arb/738NKjaA/evWkbF0Ke7i4hpJo3U6HXqLhfQFC2r073L99cT36NGofD3uvLNexQbg9Wp4yssRuppVAITmxYcRodejN5nQm0xIKfl56lS8tdzqK9Nzjf7wQ86dOLFKsW344ANmjxrF4scfx1PpwHQSMJn0JCdHYC7L5Zwrx6AzGhvs2+m665RiOwtQyu1PzPkPP9ykfvGdO6Ov9WGg0+kQUCerxeFwOr1MnbqSb+dn4cJMEZH8zHlsoRPppLCLNpQQFkhbdZQsWZLBjTd+zYYNuUipsWnTfuaaxpJOSr39BzzxRL3XrVYjffu2oFSEVQVfa1LglFZaartJJ4X5DOMbRrKa3pQSWjX2lp9/rnrd+86/kyL2Uuy34dcE+/3N2OJuzR+kkdqnI/t++eWw91RpiqzboKGrZcLV6/Xcvn49HeqLUdPpSB0xgpxffuHFuDje6No1YG6uRlJSGOHRYXi0Q0fyUoIXE83JqZlxxWDA7/Gwd8mSRuX3OBw8FxXFdzfdxM5vv2XFlClMtdvJqJVN5UQT2rw5JrudfvffT1zXrugqQzKEIDwlhSs//ZQrZ806qTIpTgzKoeRPTLsRI2h7+eXs/PbbBvu0HjGClIEDWf/WW1iCOQwhkFTXHBFBTPv2R7Tm2rU5ZGUVE+YvoDJxlRsTS7iAFuSgQwMEHbxb0Xy+GrkOm8qLL/6M0agjOjqwy7HZTOj18axyDKKNZ0+NvqHJyfS5/fYG57ruus788FwY6XskQhMIoaON3EkZoewkjagQgdFRwgHiyCeaSyI3cffaZYRWK/sS36UL197Sn/+8+xsb/N0ox4YOicloYP46H95CM0mHuaeUwYMJbd6c0uxsNL8fv9sNQqAzGOhQT4mfgp07SejShYQePTDb7ZTl5hKZnAw6HfPvvReh02G0WinJymLunXfiKiujz9//DoDRqOexaeN5YNw0KjwSnU6gSR1JZBLHAYSumjINKv2QhIRG5X//ggtwBU3gQq9HahrS52P2pZfyWLDSwMmg5YAB7FqwAE9ZGWmjRtH2ssso3buXlgMG0LOR3wPFmYfauf3Jufbrrxnw5JOIWt/+dUYjbS69lGv++1963HorESkplGRlUX7wIKU5OXidTgZNmnREyqckO5s1izZhsRgwmAOZ633oySMOPX6suIighFBK+UN0IvdA3ZRTTWHnzgIiImoWBo2MNKMldWXotGmEtGhBaFISl737Lvft2dPALAFCQ83M2fYOY9rmcK5cxVBtAWlsYzepxIT4Mev92MJDiAnX4zfYsF8xgdg2bZh/771MjYzkaYuF19q3p/u1Y7nuufvR2UJpHg5padF079eGhAQ783+VFOsiG5QhpnNnDCYTF730Et7ycvxOZ8DxxO9Hc7spraxsEOSHRx7h7V69WD5lCsufeoofn3iCiJQUut98Mz8//zxCr8cSHo7eZMISFobOaOTn556rMceFY/rzzld30y+xjObkco5pD52j8tEhq+IeNU1D+v1YoqKI69Sp0eeYt2kTcMgEXLn785aXs/8kFje1x8Yy4OGHscfGUrJ3LxX5+bQbMYKuR1iGSHH6oxxKFAB43W4yly6lYMcODBYLyYMG0axNm6p2V2kpW//7X7JWrCAkPp4u119PbBPP7Er27uWza67h4NatbPW0YaeuPa3aRJO3ZQtlhJJNcwBas/tQxojkbjz21t0MG9amkZnrp3//93A6fYSFHcoC4nB40OlgzZq6RT6dTic4nTU8Dusjf/t20hctYsWcecxZbSHaXtMpoaRC0vfS8+juWEjG4sVUFYWTEqHXs/eKN1i+2UlCQmiNcbu2ZDK23V4iV8+oE3NoCAnhihkzKN27lx3z5gW8IPV6dEIgDIaA96rfz8SMDELi49mzdCmfjByJ0W7HEDS5ecrLkZrGnVu38p/27TGFhtbIe6lpGu6iIh4qKKjhpVpR4eWNN9ayZUseOp3A5/Pj/v5N0goWoxcBOQ1WKzcsXkzSuefW+8zWvfMO8ydOxF8tN2algpOaBlJy/eLFtB48uNFnf7yRUuJzOtEZjXVM7oozh8YcSpRZUgGA0WwmddgwUocNq7fdEhZGz1tvpeettx7x3LNGjKB4zx4sERG01RzsKPCSvX0vIRERlBb78WIikqIqxWYKDSPh/IFHHeB8883dmTx5OQaDDpvNiNPppbDQyQMP1Iyv+uOrr/jvVVdB9dRYU6Y0mEEkOi2N6LQ0DM2aM2f1x/h8EoMhcA7m9/rwYqXTwM5kPvQY6PU10pb5PR72L52HP+yCOvMarBbCbHrOe+ghMpcuJX/bNvw+Hwk9e+IuLg54Pup0eILFVU02W41zL4/Hw+9ffEGfu+5i4/vvB+aslt7LZLfjLCxky6xZWMLD8VRUYKrmmOJ3uwOOKtUUntPp5M72V7Exy0g4xdhjYul6yy3sG34HKe1vIjrzJ2I6dKDnXXdhbEA5LP7Xv1jx1FN1rku/v6o6gtDrSRwwoN7xJxIhBEab7aSvqzh5KLOk4oSy58cfKdmzB0tkJDq9nnCjh6HNtmPAgyeiFbFdexJhdBGjK8IUEkLK4MF0uyMQuNy5c+xRrXnTTd2YMKEPLpeP7OwynE4ff/97L+6449AXPKfTyX/HjDmk2ACk5KdHHyUjWJyzOpom2b27iC1bDtDmkuFccF4c+W4z5eVe3OVOSr1mWvXtSSv/7kDVgdrmWiFILV2FwSBwODzBOTXy88uJax7F8Kt6Ub5/P9Ht29P+iivod++9mKxWitLTMUdGBoqIBpWP1+msJlcgtMDarBkAvga8LiUBJdbtttvwOZ1Vc/jcbrzl5XS65poaweJTQ8LYkqUjlFIEUHEwj1+em0pUlJk/SqIZ+fbbnDtxYoOKDWDF008jgWLC2UcL8mlGoKbCoWTS/R9+GNNxjmlUKEDt3BQnmML0dKhWYgUg1ljKJbZVWKPKuHXpYjIzi3n11TW43X5AUljo4tZbexATc3RxbjqdjokT+3HHHb3JyysnNtaOxVLzV/3NwVewjXZ4MBFHHjEcrMqH+Pm11/JAVhYAWatW8fkd/+C7P8JxmKJJ6NqVZu3accX9E+g2ajtfzV6L06/n4pF9uP72gXh2rOdnAsmYa5S8kZLmYV4mTx7CpElLyc4uRUpISAjh1VeH07VrPKWXDacsOxtzWBgRqam8FB+POTS06tmZQkPxFBcjg8Hhmqbhd7kwh4ZyztixAJxz5ZXsnDsXv89XpWB9Hg9CCNqPGUNU27Z4iovZNHMmzsJC9GYzXW64gYumTasS9Yvx45GahoYu6OBz6B72zJ9H6+EjmvRz8EvBenqSTQsq/TwjKOZcVhHZIpqRr71WIwBcoTieKOWmOKG0HDAApKz7Ye/zkjagByEhJjp2jOWlly5m+/Z8/H5Ju3bNapyXHS0Wi4GWLQ95ePpcLlZ+u5I33v2NRWs6oCeFSIrZRSpJZNEzmPDXmZ8PQPrChcy69DKW+/pQgolQTzYlK7Ox+Yr43OfnoYcGcP19o5BSViXmpcUgrM2a4SwoQAN0ej3+oDLqdeedDL6yA8OHp7JmTQ5Wq4HUGA87vv2UX5YK2g4bRmLw7Mrv96P5fDVi8Kzh4XgrKpAeD57yQKYTU0gIV33+OYagIutw5ZVsnjmTjCVLEEIEc6pAz9tvr/JsHfbiiwyZMoWSrCxCmjfHZK3pfJO+cCF6NOLZTx4xhHLImzE74yDj+x3OtzNABq3YRxIRFFUpt2LC2UInPvj5S6JPYgJlxZ8PpdwUJ5SYc86h9bBhpM+fj95sDiQirqjAEhHBedUKYdpsRrp3b9yd/FhwFRfz2aPP894CD7uLzNh1TvyajyIiiSeXLJJIYh/xHKhKKfa/O+7A4TNSoIsjnBKE0KP5NfavXUO7rueyfHkmnTrFgpQ4i4owWCwYbTZuXrGCGRdcQEVeHn6/H6HTkTZmTFUWD5vNREuRyWeXXcn8aunPFgIpQ4cyft489AYDzdLSKNyxA0u1Wm5Gs5lmXbrQ/oorCGvRgk5/+UuVYoPArvWab77h988+448vv8RgtdLtxhtJqVa8FEBvMhHVpn5nHZMtkJiqE7+xggEUE44eDT86os1uhg9PbdIzzzSmYfOWUz06L5QyckgkNK55k+ZQKI4WpdwUR8zmWbNYOW0ajpwcIlq1os8999BhzJgGD+jHfvopy555hi2zZuFzOmk5cCBDpkwhvEXDWUOON9u++YZlv5ajt0VidoIlJJayfVkIJAXEEMd+coknngOM/fJLAIr37EHDjtT8SPxVOUak5sd5IJeKimjyfv+dTTNnUpGXR3leHjvnzq2xbuvLLuPKWbOwVYsRzFiyhI+GDKk3afWeRYv4d7t2/GP3bi555RU+HT0aZ0EBQq/H5/Xid7nI3bCB/Rs2YIuNxR4XR9vhw2vModPp6HT11XQ6yiwvw19/nU8uu4wQyhnMj+SQgIMQIijh7nenN7qrTl+4kINbtxLfowc97/g7q179T412gaT1JZcEEy0rFCcOpdwUjeIsLOS1zp2pqMy9qNcHPPWkROh07C8oYO6dd5K3eTODn3mm3oTHer2eQf/6F4P+9a+TLP0hsletokiLxm4JeNvr9ToskVG4igpxYcSHHiNeItu1I7IyIFlK7JRjpQIXZiwEnDUk4JJmOrexsOqllzCFhhLesiUbZ8yos+7uuXPZNXcuXa67ruraZ9dd12g1htI9e1g2dSrnP/IIt65ezS/TpnFw2zb2rlgRGKfXI4Wg/MABPhk1ir9v2UJ0Wtpxe1Zpl15Km+HDSZ83DxNekgnk/0wZMoSu466s0784M5MVzz/P5g8+wOd2ozOZ0Ov1eBMH0/qaW9Dn/kHBtm2EJiYS2uN8zjknpkYFb4XiRKC8JRWN8nxsLI6cXPyVvyp+P9LrRWc2Y7Ra0Vut+FwudsydS+7GjadW2EbQm83EhfmREqwmcHrAV1GB1Jmw2m2ExMbTt28i0udj1csvs+HDDwHQIenJBrwYKSGcMkIpJoI+A9sRW74DAEt4OJvnzGlw7a9vvrnqtbeigorc3MPKu+qllwCITEnh0tdeo/3o0WgeD8JoRG8woA/md9R8Pubec8+xPJp6+cv333PPvn20HTmStiNHcs++fdywaFGdfqX79vHZ2LFsmjEDr8uFJJgqTK8neu9S5LYV0KoLsZdeg7lTf8LCzIwf3/m4y6tQ1Ebt3BQN8vVd97LVn8ZuWuNHTywH6MRWwijDX1GBISwMnU6HTq+n/MABinbtIrFPn5Mup2P/fmYMGoS7tJTz7r+f8+67r06flCFD6Jz5FbsLkkhsJsjM81Pk0aMZbCSa3ZyfkEu0xY0nKor0RYtwBU2TANEUMJTF5NCcCqzEkM/Eieey/o31GILOGPVVN6hEVnPPz2niFwB3ac1aY/uCuSrrq6FXsH17k+Y8UqJatOC6RlKzAax/910qCgvxezyHgrO93qoKDKkbXyPlgnjiLr6KZs2sdOkSX8dzVaE4Eaidm6JBZn26ne20w0oFYZSQTzQrGIALc81MGpqG3mTCHnt0cWnHJOOoUUxLSKBw2zbKc3JYeP/9TDLXPRNKvfhiegztyeUp2cQYiok3l9PalMuYVru545zfSYsIfBh7HA5y1q+ncNu2GuNtOEklnS78RoIuD4NBR0yHDniCiaMbDQiuFgsW0cT6d7VzNTbv2RM4FNdWnfocQ7647jom6fVMEoJJOh0fXXJJvWOPlZy1azHY7VW/D7JWdQAdkszpj5OQ9zN9+iQ2WbEVZ2ayd8UKyvPyjrvMij8HSrkp6uXAAQc5+pZEUIw+GHobigMPJvYRcASRUuL3+ZCaRlzXrjTv3fukyliWm8uu+nYWHg9v1ir5ojeZ6H3nnYx/dRLPvf1Xvlr6Dx4aZ6cTv2HSHYobK9i+Hc2vUWSI4SDReKh7NtQlmIcw8dxzCW3enOLMTGxJDbvHV686EN6yJbYmfAm4oFZ9tF733IMpJATp8wXCBPz+wG5Jp+PioAmzkn+npfHbnDmHzvWkZPeCBfy7TZvjruBCW7RA83gwWK1V8Xf1saiBrC+18ZSX881tf2PygKu5+4oXufKcO5ly9eM4ylzHS2TFnwSl3BT1UljoJPWiodQusqLHRylhCL0eb0UFmtdL0oABjKxVNeBkMPvyyxtsO/Drr3WuCSEIa9GCmM5dKfSFkHbPE4S1SsaRk0NpdjZF6emUSTuLxVCWaQNYKQYwn4vJ4pBXZ1yPHox+7z0gkNZqwKOPcs7o0TRr0YLw5OQ6a4YkJTGwlpl07Cef1F++JkhYcjLd/vKXGteMRiO3rV1LeKtWEExYbA4P54qPPiKhW7eqfr99/jlFO3bUO29JRgbp8+c3uO7R0OOWW8Dvb7gqQPA+nYWFTZpv6aRJfP3tTla4u1JhjkYzh/L13L3cd+1ruN2NFxhVKKqjjN+KeomLC0FnNNFq0GAyfzpUcdqHgS7nncMNz06nNDublv36Ed6q1aEg5pOIp7i4yX39fo0dOwpYsWAzX89ehcfhwBwSQuuut3LN38IJ9RaQv3sP/3xyCR4shFCOEBJNCNZpvQgXDp525GCrZX40h4aSdvnlxHTsyLJnnsEWHY3H60VzOPB7vaQMHoypVlHQlEGDuGHxYj4dMwZ3rXuI7dqV6+fPrxnwHiQ6LY2Je/YECoN6vfWaQle/8kqjz+GX6dNpe+mlTX1shyWxb1+GPPccK6dOxRUdjfPgwUONukCxV+n3HzYpNQQyqWz89gd2ar2JtrnRB3+lTKE+tq7dycaN++nbt2lmXYVCKTdFvURFWRkypDULFmj0ur8vB7dsJO+gk+4X9OaRZ4Zit5/6fIBDnn+ez8aMqbdNBB09pJSUlrp55ZVVbFmfyS9Ld6DXCWIijKRaS0hfsZoP3T159d1rEL/vo+jJTVRIGy4CiiMUBxYclDbvXUexVSeqTRv63HUXmz/+GH/wHK71kCF0vPpqMn7dyv8mvczvGzNxhibRZ+xwRt8+nEeKiti/aRN7f/4ZS3g4bUeMwBoWdtj7NhqNNc7xquM5TPHYyppqx5MOY8bQ/vLLKc7M5O3evXFXriFlIPM/MHjKlMPO43e7KarQg15UKTYIVBHQuV1s316glJuiySjlpsDnCpxnGCyWGtevvbYTzZuH8sMP6YS168SQ8S0YObJdDcVWXl7OJ8OGkbdlC7bYWK5duJDYlPorXh8ruRs3kvXLLzRLTSV58GA6jB6NPiQEfz3FLv1OF9eLNuhHP8LOA3rcbh8h7v2YjYJQu4HiCjhot5EQ5iJz8062bcvH4zNQEpaKVlqASQaeSRl2HNhof2M9Va1r0bxXL+K7d8dZWIjRZsNgtTHj5fm8/vhMcjyReEVHIilm8+RPWfhTFs++dQNpXbsS37Ur695+m/f79cNVXEyL3r255JVXiKjHzHk42l1+OXmN1EfrMG7cEc+5afZsFj74IN7ychL79uWqb77BUut3RWcwENWmDXfv2sW7vXtTsmcPSInOZGLgo4/S46abDruOKSSE2OQEfFs8SPMhy63P6cTULIWYGJXFX9F0Tng9NyFEBlAG+AGflLKXECIK+BRIBjKAcVLKBr9SqnpuJwZnURG/zZlDzrp1ICVx3brRZfx4bNHRTRqfuXo1H9RTx6v/o48ytAnf1JuK3+Phk1Gj2LtyJZrPh9/nwxIVxdiPP6b10KG8M2AAOStX1hjzB+35g3OwU4az25Xo9Tqyd+zFIPzYZAU+vwZ6I33b6dlfLHn243spLnFzzz3zMLsLKc/NQfp9GCw2PJFJvPnOaIYPb4vD4WDx/fdjMJu5YMoUQmqZHKuzZEkGT1z3IsUH8inSx2IRXpwykKg5zOLn3L/fxtSpQ/nujjvY9P77VfXfpKZhstu5bd06mqU2LdVVJV6vl5fi43HVc8ZlDA/nkcLCesMJ6kNKyczBg8lYsqRmg07HvdnZRFSrNl4fHo/niDP+ZyxbxsSxL7PfHUKk2YP0+nDr7bQaehEvvT6WqCjr4SdR/GlorJ7byXIoGSSl7FZNiEeAxVLKtsDi4HvFMeJ0Opl9+eU836wZ01NSSF+8uMG+ms/HL9Omkb5oEV63G0tkJAe3bmXl88/j93iatN4HAwfWe33ls8/yXv/+gYwax4HFTzxB5vLlgbItHg9oGs68PGaPHMm6N94gvHnNPIVeDOykLWGUYMRHRX4BNpsRvfBT6JDsd9o46A2l1G3gwJ596PQ6WreJorzcS1paM/SRcYR37E5Utz7YUjvQomUzYmJszLjwQqaFhrLx7bdZ9+qrTAsNZU4wG399fP/9DvQl+3DqwzEKH0JIzMJLAVHonSVkpe8na1c2mz/8EGE0YrTZMFqtmOx2POXlLPjHP474WRmNRibs3k1i//41rsd17859GRlNVmwAG2fMqKvYADStwZ99dY6mlE3y+efz8txJ9O3dAqc1Flp1ovd1o/nXsyOqFJvT6WXJkgzeeGMtX375B/v319y5a34/+Tt3su3bb9k4cyb7N23iTCjKrDi+nCqz5CjgwuDrD4ElwMOnSJazAmdhIc9HR1fFGzkLC/l46FDajx3L1Z99Vqf/mjfeYPnUqTXqmektFpIvuIC8rVtJ6N798IvWimmqzr5ffuGjiy5i3Fdf0faSS478hqrxx2efoTMY8DgcVeVzpJT43W5+njatKut+JS4sSAT6YLmWMEopK22G06PDLyU6CZoUeISObY5YbjoPYmLspKREEBVlJTU1ipycMrxejdhYOy6Xj+JffmDv0qV1ZNvxxRfsWbmSlFrKBKCkxI3JqEfn8eHFAAJ0aLilESl0GC1msn/8Ac3vx1TLzCd0OrLXrj2q52UND+eWY/xiUZGfz7Jnn22wvSQ9vcE2x/79rH3zTfatWYOQkpQhQ+hx221Ym+hNm9K7C9MXdaG83IPH4yciwlLlsORweHjuuRXs3VtKSIiRdety+P77nTzwwHmkpTVj9auvsmLq1EB8nKahMxgwhYaSOHAgY2bMCNTFU/wpOBk7Nwn8IIRYL4T4W/BanJSyMgfRfiCu9iAhxN+EEOuEEOsOVvfAUtTL6z161AysDrLt889xVituCZCzeTMLJkyoWagT8LtcpC9YwIGtW49ZHp3ZjObzMX/ixGOey+tyVSmwGjsPIdC8Xoy1grYtuNCh4Sfgcdjvkh7ohKTCpyfUqsNm8BKqd9HKXkqLGCPNowJzduoUS1paMwoKnCQmhtGyZTjl5R6GDElh7RMN38dnV9bNtwjQrVs8ptadiaQAr9QHFKo0YPOX4YtO4fxBqcS2aYmgnuBsKTE3YvI80RRnZtbrsVlFPd6xPpeLmcOGMS0hgWWTJrF73jzS589n0YMP8mJCAqtfe+2IZLDbTURGWmt44i5ZkkFWVgkpKRHExNhJSgonJMTE+++t570BA1kwcSLlubmB320p0bxeXIWF7PrmG16Ijydj2bIjkkFx5nIylNsAKWUPYDhwlxDi/OqNMmAvqPOpLKV8W0rZS0rZKyYm5iSIeWbjyMxssG3hhAk13n9dK4aqNj+/8ELTFm3ExGU0m9GZzZQ2IldTad67N75aplLp96M3mdAZjf/P3nmHR1Guffieme276YUUCIGE3nuTIkgVFbGBDZXPAqLisVf0eI4dbCAqnGNDxYKChaZSpUOA0AmBVJKQnmy2Tvn+2BASUkFA8OS+Li5gdsq7E5hn3ud9nt8P46DrWc9l/MIYNtEHOzbacJBi/JENfvg3CSOqaQD+ZmgXDX07Whne20q3LuH4WSXUQF9aU6+XePjhfkyc2BGr1UBoqIX77uvJLbd09s0aa8FbS4Xitde2I7ZfL6zNWhCoFlDi1eOSRQKCTIx74DomTuxE3BVXYA4NRXY6KwKc4vWiqSo97r33T9+7s8VgtRJex+w94rQmeYAPunfn2K+/1ri/6nSy/IEHSK4pzXkG7NhxnODgqoUlgYEmti1aTtLGhBpf8E6ieTx8evnluOupKG3k78F5T0tqmpZZ/vsJQRB+AHoDOYIgRGqaliUIQiTQqLFzHhFOC0L1aREW1NIEfDo3fv8939TkpHxSY1CWK7QXG4LHI+P1qtXaDEa8+SaZW7bgyM31rbkJAoIg4BcVRYYcxuaVZciGEIyeUvIJZR1NGMg6Boen4zf5VfLyHHTrFolmL8KSfwiDzoyAAW9ZGWjQZfSp9y2zWc/o0a0YPbpVlTEExsZSdPRojeNu0qVLjdsjImy89NJQ1g2PY++2I0glmXTtHU/PUX2ruIzf/MsvfDlmDM78fGR8P6/27LDrSQAAIABJREFU11/PgMcea/C9O9cEt2pFSPPmhLRrR/6BA1U+E41GJq1fX2XbgSVLyD9NsqwmFo4dyzN1vCjUh7+/kdxcR5VtpTm5FB07hoRSy1GVUFU+Gz6c/9u4sdr/i0b+XpzX4CYIghUQNU0rLf/zCOCfwI/AJODV8t+XnM9x/C/gHxtLSUpKjZ9dcVpjryidXI2qhQY2ZLe75hqmHD3Kl8OG+Uq/AcFgwGA2o8gyqizTpqbgdxpFRS6ef34Vv/56FJdLpkWLQF54YQiDBsUCENq6NfckJLBk0iTSN2xA0OkwBwUhGU2kBQ5H3HeQsIgA0Pxx2+2UykYyjAOYv/k9gsrbElRV47XXdCRsNOLNzyDruJNcjz/N4iMJbV6/r9zkDRuYWYsKx4SVK2s9zqqXiQ9xET60Bc1aD6RpU/9qDe9R3bvzaHY2h3/+maLUVFpfc02DNSjPF6Ik0e+RRzDYbGQlJJC6bh2qLNP+xhu5+qOPqu1/eOnSOmdNJ5HLykhZt47YQYPq3bcmhg1ryc6dG/D3N2IwSGiaxq5V22hKOkYaVgiVvWsXeYcOEdau3VmNoZFLg/PaCiAIQkvgh/K/6oAvNU37tyAIIcA3QAyQiq8VoFZ9nsZWgPpxFhTwelhYNZ+w9jfdxA0LF1bZ9kHPnuTs2FHruVoMH87tdTywa8Kel8cngwZRmJSEhk/qqmn//tz2229VnKJPR9M0brjhG3bsyAZ8DdcOh69Q5aabOvLqq1cQEXFq7akkI4Njq1Yh6vU0HTSUCaNmIx7fj9HPr2IfWRUoKXExZ+7VdJp4qj/N4fDy9dd7effdLZSVeYiNDSI62g9Ng3vv7UG/frXrQwIc27CBz4YOhfIUqWA2c09iIhGnleun/vEH2+bMwYvIurRQDp8wABrm4BAuv24A9z/Y/7wp4x88mEtKSjEWi469e3M5fryU1q1DGDkyjiZNal7Dczq97NuXi93uJjY2kObNAysCsKZpOHJzUWUZW0RErbOd+QMGkFnuXFAfPaZMYez775/V99M0jRUrklm0aD+KoqFpGs7VXxGX+gMGai9wqoIkcc38+XQt1wht5NKlrlaA8zpz0zTtKFAtZ6NpWj4w7Hxe+38Nc3Awj9vtLLnlFtLWrsXo78/Y+fOJG1b1Nqdt3EhOHU2+6HSMPy0YNgRbaCjT9u8nc9s2chITaT54cIN6tHbvzmb37hyMRpHcXAdut4Ikiciywo8/HqK42MX7719JZKQvePk3bUqX228HfLOxgEAj+ekSlUtKXIpEoOTAUCngAVgseqKj/ejcOYLY2ICKB7jT6WXBgkR69IjCYKi9iKLFgAHMqGRfUxNvxcZWrDMeohX76EirdlFYw0JxFeWwZvEWmjYP4aabOtR7b84Eu93Dfff9xJYtmXg8Cnl5DqxWA23aBJOYmM3GjWnMmDGk4j6eJC2tmNde+4N9+3LJyipFVTX692/GG2+MIDzciiAIDXJ70NXlinAatnr64+pCEARGjYpn4MAYsrPt+PkZ+f2eTzic2sDABqCqeOv5OTZy6dOYdP4bUJKRwdIHHmDrzJlc+9VXPJ6fz0PHjlULbAArH30UQdPQ1VCJZ4mMZMru3dgaoANYG9G9etF98uQGNx+nphYjCALFxW5kWUUQQKfzlfvrdCKpqUX8/POpNUBZVtmzJ4c1a1I4eDCPW+67nBLVQpnTZ0TqkCVKy2R6RJYQd8UV1a6XmHiCwEBjldSg2azH6ZQ5caLsrL83wJdjx1YpoDlGS2yUkndgH4LgMzU12rP4/dekc9539cILq9m4MQN/fwMFBU7cbpm8PAdbthxn3bo0Nm1K56efqq61qqrGBx9sY8+eHFJTiygqclFQ4GDZsiQeeGBpxQy6IXS55ZYG7Sfo9TStofH/TLFaDcTFBRMWZqHDrXeU+1Y0DEEUiRsx4k+PoZGLm0b5rUuc/wwcSEalnqY1zz/P6Dlz6D1lSo375x08iChJPifngAA0TUNVVRSXiytnzya8ffsLNXQA2rYNRVFUZNn3S6fzvW9pGthsenQ6kb17ffVGxcUuZs3aRGpqMWkbNlCQfJRgLZe2wnFSvR0pcfphkRzEBUGzOx+loEQmvGr7GCEhZg4fzqdyu5Oq+tJbNpuBrXPnsu399/GPjub6L79skODvSY6cTOUKAmgaChI6fC0MpVnZ2CIiEAUNt8uLpjV4abNeZFll8eJDOBxeSkrc2O1eThYge70KbqfKwYP5LF58kHvuOZXByc62k5xcSFJSAfn5TlS13JNNg2XLkli/PpWRIxv2ktLtjjv4ZcoUFFfd1jQdbrjhnBnavv32Jt59dysFBU5E8SG6q1vozxbqWVEmpE0bgs+TRFwjFw+NM7dLmNXPP0/GH39QQBDb6MEaBrFPa8uiqY/griXtYgoIqBCzBV+aRwAEIPgMpZ7OBW3ahDJsWAtkWUNVfb/cbhm9XsRiMRASYiEkxJfyWrToABkZJRRvWo79yD68mkAqzSnVbAx1LWFoWy95Id3ZIvTjlQ+SGTz4E+bNS6hyvSFDYvF6FcrKfOtmqqqRnl5Mly7hzG4ayrKpU8nbu5ejK1bwUkgkH97zPHv3nmiQ3crpfmbRZGDHVxXpdTiQXU7KJH/69I9FFM+di0JxsYvcXAeSBAIqVHm4awiqgqqo7N9ftV9UEKCw0ElengNVVZEkAUkSEASNsjKZL76oI31dA//Iz4c61leD27Zl2MsvYwoMPKPz1sSbb27guedWU1LiwmbTgy2U9QxmPf3rPE7n58e1n332p6/fyMVPY3C7hNny3nscJ4K1DCabSFyYSKIVaxnE91P+UeMxvadNA02r6BtTFQXZ5SIoPp6Izp0v5PArmD17DPff3xOTSYfbrWC1Gmja1A+r1UBAgIkrr2yFqmps3JhOaKiZ/YdLSKM5BYRSih8b6E8aUXy8LZD83FIM9lyCzTL+/gZef/0Pdu3KrrhWixZB3H9/b9xuhfT0YtLTi+nTpym6z/+BUnYqLZlONCsYyQfzEnn99fU8+uhKjhyp25PMepoMWBsOY6OMIgIo0weRXaTRonsHbrzxz6+37d17gn/+cw2PPbaSBQsS8fMz4PGoOPLzq+wnoKLIvr45RamaCo2IsKHTSSiKhiSJFalaURQQRdiz58w6dCwWC1N27SK8c2cki6WiJUQfEMDQ115j2v79BDZv/ie+tQ9ZVpk9extGow6bzYhOJ+EfZMVis7Jb6FmjwSyAMSCACd9/X+Fq3sjfm8a05CWMx+liD70x46gogzbioRh/Nu0qoSYd+/6PPEJ+UhKJn37q6/MSBILj47ntt98u7OArYTDo+Ne/hjF9el/eeWcL69alYrUaaNbMnwkTOtK9e2RFGu/4sRyKCMCEy6fsgYgLA0u4Fjt+WGQ9Lhkc6XlEx/vKTBYt2k/XrqeKGHr2jKJr1whOnCjDatUTEGDixalbKz63YyWBHlhwoENGPrQNXf8hzJq5gTffuAKLrebevRsWLuSTQYMqSuLNuBjMWkojuxN73Tg6De5O/6HtsFiqPnxlWSZh/nxy9+2j6223EV1P2u7zz3fz0kvr0DQNURSw2z0IgoDidqNWvK9qgICAhoqATnMT27yqnY4gCIwf35YVK5JRFA1B8B0jioJvjdAosn/RIo6tWoU5JIQO119Pk3pegMI7dGDK7t2c2LsXZ1ERTfv0QarFnudsyctzYLd7qlWcWgMsOCSR+NF3cOy3lWwoaEE6MQRYYNzwMB5Z8M8aPfAa+Xty3l0BzgWNrQA182bnPnyxJ4IASqps96Cn64QbeP+ru2s91mW3k/7HHwS1aEFomzbndFylWVmse/VVji5fji08nAFPPEHrsWMbfLzLJVNa6iYw0IRef6p68ZNPdvHhh9tJ3bwVA140TupIghMzXgwEBphQNfB4VKLDDSjmAEaPbsVbb9Wtb/lipQWwI8Sxh44EUgyAuWU7UjyRpOV4CTTLjBoQwmvzJxEaVd09IWPbNhZNnEhxWho6o5Eed9/NyFmzar1u4tdf88OECVW2GYOD+UdmZjW9SfD1BPbv/x9sNj0Wi6H8fvlK+ZvKR3G4ZHIJKfej0zDiQUJGQmX2p3dw2+1dq5yvsNBJ+/ZzKC72pbFPFvRomsbomHT6O1YgGQyoioIgCLS/+WaKU1IIataMy55+Gv0ZNOmfKzwemVatZlNW5sFmO9Xwb7d78PMzsG7dnUyc+B3Z2WVYzBJer4ZXVnnssf7ce2+NVeONXKLU1QrQGNwuYdL3H2Zch0exUFZlEd1jCeeml//BQw/1ueBj2jZ3LkunTq22ve1113HTd9/9qXOXlrqZNOkH/vh5G6LXl0I04MaNEQUBhxCIxWZEJ4LHq2ExiZiCgnjrrZFcdVXdAfy1sDBceXmAr4T/AO0IoAQZiYOWfri8IGgyfqILtyrROlJjXdLL1XQtzwSP08krtcwkwjp2ZOqePdW2L12axPTpy4iKqjoLS0rKx5t7nKbeJFQEsojAjQkJBRNuOpHIUmVzjWt9H364jRkz1uJ2ywiCb+YW30RldOkCmsUGI4oiqqKQvmFDtUbtwf/6F0Oeeeas78HZMmPGat56azMGg4TJJOF2K7hcMk89dRmiKDJv3g6aNTsl1OxweHE4vGzePBmb7ex/Zo1cXFwMljeNnAeatW/NfW/ej8uvKSoigijhF9eOVtdPYOTIuAs+HldRUY2BDeDgokUkLVv2p87v52fk5ZeH0Wdkd5r5OYkhjUiyUJDw02t0ijPi8YLDDW6vRpmsY9CgGEaMqP9e3LpqVcWfw8lFQ0RFoMgUg8sDes2NCNhMGsEmL0ey4LOn5tR6Pq9XYfPmdN5+ezNz5/rK7U9/kaxLVDp3797qYsqAyaSrUQjEYtEzbFxX4kimFcncxHfcwzxu4StuYwETLrfWWsRyzz09+eab6xk/vh0DBzbj0Uf7c0fbJEL9tAqh6oxyz7/KaMCaZ5/lxP79tX6P88WMGYN57LH+WCx6Sku9WCx6nn9+EE89NZANG9KqzOjAd3/cboUDB/Iu+Fgb+WtoXHO7xLnjwSuwRUWxatUxVNVXzj5hQkfatm2Y4ei55Nubbqrz83Uvv0yr0aP/1DXatAll6tTefBtmw+t248grwJHqJErLJMhSTFCsntQ8gTLNwpSHB/DwI5dhNNb/zzy6UyceSEpiwZVXoh1Jpo14jILWV+Kx+6Fk2BEFiUCjB1EAJAFBFEhYt4fbnc5qqTlFUfngg+1s23Ycf38jiqKyfk0yV42OZcKkPhWFG9k7d9Y5JlWWEU/zRLvssmYEBZkpKHBW+Ju5XDKaBg8+PIRDeR+Tunp1xf5WnAhGI3dUCt6nIwgCgwbFVsidAfw89UuO7Tul1ahVKvH3ouMwrTlGC1REjt/4Mq//MZ/AwOpp1POFKIo899xgnnlmIC6XjMmkqwjE4eHWasU/vhcFraLy9lIgc9s2lj/8MEUpKYS0bs3IWbOI7Nq1/gMbARqD2yWPXi8xcWInxo1ri93uISjIXNErdqEprEVY+CSl6el/+hqCIDB6dCv69m3KsWNFmM06XC6Zt99YR+mJHKxeN+1jA+g7pB3T/9G/yppdfQTHx/Nguai0pmmkpBTxzycWsyizkDCTG335/5by5yQRARoeu71acDt0KJ/t24/TokUg3rIyshIS8OYVMnv17xx74S7iurdl1Dvv0Oaaa8iqw7NNV4PZp8GgY86cMdx33y9kZpYCvqKSadN6069fM/qtWsWJvXtZOH48brudfo88wmWPPNLge3CSjjfeyNGVK5Fdrirl/Rqwld6cIBw/ShHQSMwI4vXXN/DCC0PqVHg5H4iiWLH2eJI77ujK2rWp2O2+NTlFUcnOLqVHjyhatrw0/NwSv/iCxZMmVbTt2I8fZ16vXty0eDFtrrzyLx7dpUFjcLtIkd1uUtetI/fAATxlZQS3bEnL4cOx1NJUbDbrMZvPbVXa6aiqSsbGjRxZsQJBkmgzdixRPU+lu6N69qTwyJFaj29yDt86g4LMBAWdCiqvv3UlW7dmUlzspkOHMDp1avKngrwgCLRoEcSbc65n/W//oqRUIEBQUTUo8RhoGuCmW1u/Gs0vDx3K8xVlqCrpmzbhdTgpOLQfh8dEKkV4U3/g0I8/MvKtt2q9fpvx42v9rFevaDZsuIvZr69kxY97QHaRuiOR3dua0KVXC8I7duTBBjg7pKQUsXlzOna7h+7do+jc+dQ9ix0yhKgJU/lp/nKcskggUUSQTTEB5BJGAEUVmiDNW/jMXffsyaFHj6jaL3iBGDiwOc89N4i33trM8eOlaBr07BnNu+/+uazBhWTptGloquor5lFVNFVFk2UW33EHTzT6WzaIxoKSiwx3SQmrZsxg9yef4LXbUctNFwVJQjIYaDF8OKPffrtC7f5sURSF1c8/T8L8+biLijAFBdH3oYcY8MQTVQ1BK/Hb00+z/5tvfJYz+GY3PadMoX/5zMDlcvFabdVzgsBDx46dkz6nC83OdXuYNuFDkvJNSCJ0iShjYo8yLp9+DzGXXVZt/1WrjvH557sJMbnJ2LSJ0uPHKcvNpYgABombCCHP5xJtMHDX1q38p08ftEpN900HDWJyDa7fGzem8emnu8nOthNicnNw8z5C/DRsFj0ldg8ewcSbH0+mS++W9X6nX5bs4fnp35KbU4wOhdBwP66/azCPPDMCSRJZuzaFjz/ehSC7ceWd4PDaTYS5jhJNJgl0r1Kh2//xx8nJ8zB8QAhlnzxN1rZtqJpGZNeuXPfllwS3rH885wOn08vBg3kEB5tp3vzPN45fKLwOBy/bbL7S1fKZWwZRbKUnBYTQvlM0r39+P126nL1G59+FxmrJS4Sy3FwWjBxJ9q5dddqHWMLDmfDjjzTrc3bVkIrHw+z27SlKTq72WVCrVtx/4ADSaS7Mx7dv57sJE3wSUuVpKtnjwZmXxy3LlhEc5yvayN61iw979wbvKV1CUa/nyrlz6T558lmN92LAkZfH4eXLOZG4F1uTMOJHjSK8g68Z2+2WOXw4H1lWiYsLRlU1nnzyN7yFJyg7tIfsxD3YNRNmwc0wYU25igigaVw1fz7d77oLe3Y2hceOEdmtG7oaWgA++3QHM55dhaApmC1GUlOLMOphaCcBa3nxX25OKW16tGLWgvvq/C75+WX0ivsnTocLk15AQ8DrVfE3q3y+/GHadW7K9OnLCQ21VKxXepxOlr/9KW09CeynPQEUIwBd7riDoObN2bP5EKErXyLKZ99YhZuXL6fVyJFnf/MvUQ4fzuPttzdTUOBi5MiWTJjQqdbsiqZpZGXZ8XgUwsNNvGH1vSTKSByhJT9zJS5M5X2MImaLkfdmj+XOO/+31+D+MleARhqOqih8c/319RYZADhOnODra6/lvp07sTVpcsbX+n3GjBoDG0BhUhKrnn6a4a+9VmX7sdWr0aAisIFvTUjTNFLWrKkIbhFduzLD46EkM5N9332HTq+n44QJZ6TReCEoyctjw6uvIpeUMPCf/ySwHqV6S2goXSs5mHvsdjbOnMnvX63mu5QWuC1NCIpqQrOYQB54oA+PPtqf92auIaVMogR/Asmnp7CzIrCJkoQqy8jlMzZbREStavm5qcd58bEliIoXsx7UQhVBEfEIBpKyoGusbz+D6mTXuj3Ys7PrVN5f8M4ySuwyIVYBVRPwqiKiXiTHLvDc9K/JLTNy6Kgdfz893Xs0pVvPaAxmM73uuIVWQddg27KHE0Ik7fq0QxQF0tKKyV/1A+217Bqv98348Txtt1fzsfu74nJ5mTRpMd99t7/Cgeqbb/YxY8Yafvvtdlq3PlXstWtXFu+8s4X169MwGnW0axdCZKQfbiLIJZxddCKVFmiI+FY8VSQUnA4PTz75K507h18UqeCLkcbgdpFw+OefSaskgFwfZdnZrHnxxbPyxdo+e3adn2/74IMqwS1jyxYO/vAD9qwsNFXFLyIC6WSxg6Yh1dDr5R8dTb+HHjrjsZ1vcg8dYsGoUVWMXRPmzaP54MHcvHIly6ZNI2vrVvybN+fqDz+sMUiossyiW27h6O4k5uWMwKtJGEuzOGEvw17WjFdfXc/8+Vfz1pxr+f29Ija88gPkHEVQ8aV0RdFXCanT0W3SpHrHvGz2VzjcKuGBRp8ms6qhK3QgqxIninV47HZyEvdg94pYcfBWTHNcA25nf+Aw0tNLiIsLYurUngwaFIsgCBw9lIkoaNi9ekq9eryqiFcTUTSBFVud6CUHquob4+rfj1Bc7GTo8NbIskp8325Me+EGli5NYtWqY3i9Ct3jJJp416CrxQlbdjg4vmMH0T3/Nxqo33lnK4sWHUBV4WSGX1UhI6OUyZN/ZP36uwD49tt9TJ++jKIiN5IkotMJ5OWVMWpUPKsYjQcDdqzlgU2o+KUgARpFRS4WLz7YGNxqobHP7SJh06xZ1YxG60TTOPjDD3gdjjO+Vn3HeO32ij/v/eYbfrj1VuzZ2aiyTElmJif27iU/OZmsXbvwKgqtRtWt/lEfstuNPTeXpGXLWPn446x+4QWydu36U+esCVdJCR8PGFCjY3nq2rW8YjSya948cnbvJunHH5kZHc2uzz+vtu+RFSvI3buX/VIX3BgIMCkYTXoEZxFGPBw9Wsi2bZmIosAVD9zBrV98dKqiUtPQVBVBEBj47LP1ykHJLheOowfR6SXKRfsRRIEAC8iKiiRqZCfuocwr4sJMR3MqiXTkwzVGdm86jCQJ7NmTw5QpS1m6NAmA9p19zuNFHgOyJqDgm8GVnx1BkNDpBGRVRC+qJO7OJi/PgaZBnz7RmEw6xo9vx+zZY/jww6sYGFuMibr90fIOHKjz878LsqyyYMHucjmzcmFywafVqWk+/8LsbDv79p1g+vTllJZ6UBQVt1vG7VbweBS2bz9OCf44sODFCFXsfE79nGRZJT29+JzbJ/1daAxuFwGyy0VBHVWGteEqKqLsLCqnTjfxPB29v0/9QvZ42PDqqxj8/QmIiSGwRQs0WcZTWoo9IwNPcTH2lBRmn6VNjqooHFyyhB/vu4857drx5dixbH3vPRL+8x++u+EGtn/0UZ3HH162jB3//S+OBgb4TbNm4TxNWLgagoAgSQiSBKrKz/fcU22XI5t3UqRYyHLakATt5GEAaG4HiqJRUOD0bRdF4ocN4/HiYvo9/jhNunUj9oormLx5M0Oef77+QQsCTfwV4sKhsOzU+4/RbMSsh2hDPgVeC0bBwyBTAiH6MhKULuhQEIuyMJv1hIfbkCSBuXO34/EoXDN5JH5WCRQFryqhqicfmD5tSQC95Jt1eDUJj1smJ8fOtGm9q5mdAsQMGFDv14gZNKj+7/o3QJZVXC65PLBV/1xRQJYVPvpoB6WlHp8lkVv1iV47ZIqL3aSlFSFKelwY0XylW6edRQB8Qtc2m+F/Jt17pjQGt4sATVVR5fotVU5HkWUMVusZH9fr/vvr/Lz/ww8DUJCUhKe0FGN5MPSLiKhxdunMzeU//eu2GqmJ5BUrSPzqK/Z9+SWu/Hw8qkSJS6QkIxOv283mWbOwn6iuTL993jxeFAS+GjOGnydP5g2rlS+vvrre6x37/fczG6AgoLhcZJc7lxcWOrnrrsVMmQfvHx/GgcIAXLKEop56m0bSoaoa3btXTRXp9XpGvPYa9yUkMGnlSqJ79WrQEHRGI+FdOnNzmxRaNvEFuNwSjbIyD5Ov9OeNR2K5VvqZUX7biTYWUaaZcWFEh+yrtC3HbNaTn++goMBJRIQf4+8YREiQDh0yekHGKGkYpfLEl+B7nJr0EGjW8DNpvPnmCLp3j6xxjEGxsQS3alXrdwiMjyfoEqySPRuMRok+fZpWFDqenFWpqu++xscHIYoiyckFOB0eXC4vPosiDdDQNLDbZRRLIEK58DXV/Ol8M0GTSaJXr+gL+wUvIRrX3C4C9BYLltBQHDU8yOtCZzBgCa2qRJK5fTtfXXUVZTk5ANiiorhl6dIKOxvZ46HV2LEc+OEHCmpIFTXp1o3Bzz0HgKm8h+vk+lBRHU3YGZs2ndHYVUXh8C+/cHy7bzaxj06kEIuGgBE3ndMTaRvrJm39etpfd13FcQ6Hg1/uuQcNKCSQdJpShh8HfjpM0L9mMvrZ2huWLWFhZzTGyhQWOhk8+BOOHSvEZNTjVk3oNAWnKlHs0WHQvAiSmSK3keEjWtKpU/hZX+skjrw8ZjZtilpedHI5Ar0CWqL5h9MiHJpa48nZ4UUQQPF60RkMmAU3Orx4kDD6nXJbd7tlwsKs+Pv71kevm9CV9GwX+/fnYjJJZGTYcZY68JbJKKqAQfKl0dwemeGDmtRbSv9/27Yxu21bHNlVi0rM4eFM3rjxT9+LSwVBEHjuucGsX59Cenpp+bugL8BZrXo++mgsn322m+3rDqEoCr5HcOWZl2/2XFoqYzRaEDUF2aOWn8G3nyQJhIVZsFoNXHtt2wv47S4tGmduFwmdK1XiNZTovn2r/N1jt/Offv0oy872PZk0DXtmJh/16IHHbidp2TL+078/P95+O3i9hHbogF9MDHp/fwLj4hjz/vvcu2NHRZrDPyqK6D59fOttqoqnkt/Zn0X1evGWlVGans4+2pNMHDbsBFCCiMpWenO8gGrFKt9dcw3F+LOS4SzgFtYyhMO0Yj/tePGFteTk2Gu5Ilz21FP1D6zy+oWmIRkMNOnUiRdeWENKShGBgSasNiO2kCBkDBjwYlBdBPuLxHVrxb339eCtt0bisdtJ27CB5JUrKUhOPqt1kTciIioCG4CIhn9xMk2lLDpeOZygli0JatmSgNhYVI8Hr8OBzlVEa/UgHsGMMao5qqpSWurG4fBy440dKux2evaMpn//GJo0sVFQ4MZolBB0BgKsEiIqHlnFKMqMHRjIvK//r96xmgMCeCwrixuXLKH1tdcSN2YM1339NY/n5GD7Ey8VZ4rT6eRhwA6QAAAgAElEQVSN6GheFIRTv0SR+f37U1L+wne+adMmhM2b7+b++3sRE+NPVJSN22/vzNGjD2Iw6Ni/Pxdb6VF0dTiG+zpxNJpE+ePnb0SSRCRJwGyWaNrUH6vVwGOP9cff/8JJnl1qNM7cLhJ63nsvm95+G2cDZ2+SycSwl1+usu2ne+/1uUGXV+QBFcoG30+aRN7+/ehMJvyio1FVFWdeHgHR0TyYlFSj1BPAqLff5pdp08jesQOhln0AxNOat71eBadTxmbT19gULhmN+DdrhluVSKEFARQjlr+fGvDiQeaIuykthg6tclzm4VT+YADHicSABwNenPiurVMK+fHHQ9x9d81mlE179aLdjTdy4Jtvqn8oCL5FJkVBO5nOE0XGfPghOTllJCbmoNOJSJLvuxjMRiwhQYiCxpBB0bz5ztVYrXr8/IwUJCezaebMisIdTdOIHTyYrnfcUfFzqY99P/zgW6CpgYyUAjxJPje7pqZSonr2JHbwYNL++AN3cTG3dg9mYMchLP41h6wsO0FBJh55pB933dWt4hw6nci0ab0ZNqwFv/12lMOHCzCZJGJiAmjdTE8Tm0yTCBsbX/kXs1vGoHg8RHTuzFXz5hHWrl2t42539dW0a0CK+HzxZkgIitNJCf4UE4ABD6FaHpmbNjG3fXsey82tVaTgXBIZ6cd7743hvffGVNn+yy9H8BaeIJJsCgikkJAajlZRFBGTScDlUoiPDyE83EpOThmKotK7dzS33da5ihZoI9VpDG4XCebgYK6aO5dFkyah2GuffQAIej29p0+v1sSdU742VPkBKogimqKQsXEjBpsNU4DPBkQURcyh4SSnlrB6wTKG3XFVjf/pLaGh3LBwIQXJyZSdOME3EyZgT0urtt9VH34I+NJfTz75GwsX7sPh8GldTp/ehwcf7FtFlV4QBDpOnMi6+V+hZVMR2E6ix4vUvB2G06oJ1W5X4kk7howeI24EwIgbJ2aaGOxVXLdr4oaFC/mjRw/WvvACitNX9GEOD+e6hQtp1qsXP0+dSvbOnfg3a8aYDz4gOCaG5OQC/PyMSJKAoqgVAU4Ufc3PfQfGExHhSwGqisL2uXORDAas4b7UpKaqpKxZQ2T37kQ0UILs0Pff17ydVuynPcFbSrBnZaN4vXQRE+nZ2sDNP/9MSHx8xb5PvuQrUDjdF+8koijQoUM4HTpUT6GmrF/Pf7p3ORXogfQNG3i/fXuG/PvfDH766QZ9jwvJgR9/RHa6SKQLx4it2G7BSX82QmEhG2fO5LLHHvvLxujvbyT59zVYUGjPITbTEwUDNVVEOhwKJpNKRkYJpaUe+vZtyjvvjKoiO9dI7TSmJS8i2o0fz03ffINfTIyvWu90RBFTcDCj3nmH4f/+d7WPA2Jjaz233marEvRSS628kdiFj45fzuSn9zFs2OckJGTVenxwXBzN+vXjkdRU4seMqWjg0VmtjFuwgK633QbA9OnLmT8/AVVV8Pc3Ulrq5vnn1/D++9UFgsPbt+fOn77BKMp4qKrcIIY2o3uvmGrHxE+cjIiKiFJeSXbqsRA5ZES9yvSCIDDw8cd51uHgGa+XGZrG4zk5xF1+OQabjfGffcbUPXu4delSgmN814+K8qNJEyuRkX44HF5cLi8ej89QNSLCj1tu6VRx/tLMTJwFBZgCT61RCaKIwWbj8NKlrH7xRb665hoWjBnDr08+yYm9e2scZ8ebb662rRQb+2mPH6WIxw9i8eTjVQRWeAbz06Fg3hx8XZV1UYNBR1iY9YzEo8EnzfbFyJFVAltl1jzzDMU1vOD81ez+5BOyiCSZlgRQQiDFBFKMBz076IGmaaTVIGt2IenTJxqv04kXHRIyJpw17HUq0AUEGImPD8ZqNSDLCps2ZVy4wV7iNM7cLjJajR7NQ0eOsP+779j39dcUHD2Kqij4RUbSYtgwetx9N9bQmu1srpk3j5nR0dUfSqLIgCeeYMMrr6CqKi5Vx8eH2+KWBdAU7G7Yvj2TceMWsnXr3RWzkNq45Zdfatyen+/ghx8OYrGcEnH28/MFuLlzt3HvvT2qPWib9+zOUx89yCuPLsTtLsNkEhGCoggxwU0PVE9vxcUF0e7GiciLlpCjBGHCBQj4RTdD5x/EqFHx1Y6pDZ2u5n/+Hrsdj8eDrVxVxWzWc9ttXbDbPeXFF6V4PAodO4bz5Zfjq7xJC6JYsT4pGQxIej2qqnJ01SoKkpKqVJsmL1vGplmzaDtuHOM+/RRDpdRu69GjQa+vImOWh+/nbjQZkD0yaVo0DiwogkSG1JKcE2XYHpjFM4trF2RuCAcXL0Z21vTQ9eHExGOD7kXsMpxW3Vsz7tb+xMX99Qo0LYcP5+MfsjDhKq8y9GGljCICcWAhsI4XwAtBdLQ/vYXtJGhdKCAYrTzIiSjVetoCAozY7R7sdk/5OrjAzp1ZjBlTe2VqI6doDG4XIZJeT6eJE+k0ceIZHWeLiOD6hQtZfOedyOXFH3qrlWsXLKDVmDEkL11K9q5d7Pa2xe4S8CgCbjEAncf3IMjKKmXcuK/YsGFyRertTMjM9D30rdaqszC9XqSw0FVhyXM610weSWiImW8+/I0T2SW0axPAhIeuIb5P52r7du4cQZsOUYiGmygocJCSUoTbrRDd1J9bb+3MZZdVn+1VxllYSOKCBaStX09gixa0HjuWmAEDEESR7MREPhs6tKIXTjKZuOL11+n7wAMMGtScyEgb69alUlDgpHv3SAYMiMFkqvpfqCglhdy9ezleVobObCawRQuy9uyhOCmpxvFoXi8Hvv2W4tRU7ly7toqu5GNFRbwdGYm3xCdSLKAS0CyG4ACN5ANZOAUrVsmLS5OwSW6MmoNftzqZeqKQoPCzt3apq2XCgZk1DKYkIxSLcoIt27JZteooL711Q62tAheK3lOmwNTqTfcVCCJDash4XGi6dWtCeMIKkogHFI7TDA8GVGQEnQFZ9lVE+vkZUFUoKnIRFGRGUdTGlOQZ0Cic/DfFXl6SbYuIwGW3892NN5KyZg2qx8NWoQ8bhIE4sWCoZPLodHqw2Ux88cX4M5oBnaSoyEX79nOQZbWiKg+guNhNs2b+JCTce0685hwOL6tWHWPTpgwEAbp1i2DEiDj8/KrLgFWmODOT/w4YgP34cQAESSIwNpbLX3yRVuPG8bqfH4rH49tZEHyVk4LApDVriG1AE3Lu/v388eqr6K1WsnfuxOtwUHbiREVbRn30f+IJhr/6aq2fFxQ4efzxX3GnHmT76r3YBT8kUUPRJFob0xFkD2pkG+b8+BjtOp69JNPGmTP59dFHa/xsNx3ZQl80vRlbiE8k2uvxMmh0Vz75/Pqzeik6l3z1+he8+sR3BFay5CnDglVwMWv+LXS/666/dHzgywzMataM/CIvv3IFBlykEUuhPgpJJ6IoEBJiQlVBpxNQVV9qvG3bEJ59dvBfYkR8sdIonPw/SGVNxI8HDCB33z5EgwGd2UwTZxZuWQE9FYFN07Ry40cdGzemn1VwCww0MXFiRz76aAeqqmE0SjidXjQNpk/vc85MVC0WPWPHtmbs2Nb17ut2Otk+ezb5SUkc+/13SjMz0ZnNiKKIIssUJiez6e23ydy+3RfYKlWaAmiKwtJp05haXqxTF0eWL8fg54c1LIyWw4fjyMtjz8KFDf5eCfPmMezll2ut5gsONjNlSk/ef8+LakrFWabDpJNppstC8Lox+AcgRUQSEFy3Ak19dL/33lqD21HicGMgPMiCwQgg4FQ1tm5Jp6DASVjYmYsKnEuKFs6ihdFMuhaNKstomoYJF7ff0vYvCWyappGcXMjOnVkEBpq47LIYzDYbTxYWsnXuXJwfbuCAuz3jL+/Hnj25ZGfbCQ0143Ip5OaWUVzsJiTETJs2Idx9d4/GwHYGNAa3vznpmzb5WgDMZsTyIpU4SwHhpbmkey1IXt/6nKJoBAQYMZl0BAeffe/M668PJzDQxH/+s5PiYjcRETaeeGIAkyZdeGuO2mYgqqIgiiKSToemKOQdOICuvJ+uplL90oyGLeI7cnMrtCJFScIaHl5Fp7M+XEVFuEtKMAfW3jDdo0cU7865it9GN+dfD3+JsTADq17GGNgEOawFfUf1JDhYzzvx8aecH0SRzrfdxrWffNKgcZhsNi5/5RWWPfUCeYQioBFKHkY8uDCi1+kwmE/9G5FEcKsCJSXuvzS4FR47RtGRJAaGBVKoFlMgWzEKXkK8Gdi3nLm83Z9FVTXuvnsJX3+9D6fTp0Bktep5770rmTSpC72nTKHnvfexc2cW69alEhpq4/DhfIxGCVXVKCnxEBPjx5QpvWnZMqhaCryRumm8W5cYBcnJrP33v8nevh3/6Gj6/uMfxA0fXmWflU88wea330Y7mWID9JWqL0URJoqL+JC78QihGAxihXeXKIqMG3f2qgeSJPLcc4N59tlBKIp2zmZrtbHyscfYMmcOqtOJYDDQaeJExn38MVkJCTUGNg96Chx+yOZgTqgh5MjBmGQX41v0R12zFlFVqwW4wPiGzWLDO3fm6G+/VUiiaT79pTP6Pl6Ho87gBmC1Grjmpp60bN+MD2ZvoCC7CNFgoGf/OCZP7s57LWKrKoWoKomffoolOJiRs2Y1aBwlkb3ZEHkHpdkn0DQVCZXeup3EhwjsdAcgK76g5vV4cGl6msUEVqif/FV4y9eZBQFC9aWE6ksB8Kgaist1wccza9YmPv00EUU59W+gtNTLXXctxm53cf/9fRBFgR49oiqU/V0umb17T5Cf76BZswDatAn5y1O9lyqNwe0SImfPHj4fMQKv3Y5oMFCUmkraxo2MnDWrwgh05RNPsOn116sd6y4uxlje4wZgEV1M73yAdUETSU0tQtME/P1NPPvsQGJjz74Y4SSCIKDTnT9BV1VV+ahXL3ISEiq2aR4PiZ9+yrHVq/GPrq65l0EUCfTAi44sZxSCINBcS0EMCmabtxOqsROt3YlVq01FscG2QnEjRpCxeTNFaWmYg4Jwl5Yi6vXlMkv1IxkMmIMafu87dWrCu++PIyenrHzGbSZ3//5Tga2yoK6msW3u3AYFt5zMQt59dQWRTUNo2ToCVVFxeVSSC+K5Z2pvct7ZS6Hdi6oKSEYjTVtFMmJEPKGhdTscnG9C2rXDHByMu6QEY7n4t6qqyE4ncSNGXPDxvPfeFlS1+suNqsILL6zl9tu7VlsnNpl09OzZaGFzLmh8JbiE+P2ZZ/CUlWEOCcHo54c5KAjRYGDNCy9UPEA3v/22b+eTsuSVHnAetxtVVfE6HAiSxO1vPcWKFbfy2QdDeOk2E5++3pHRoy+NMuP9331XJbBVpjQtjazTTF/LsLCDnphwoiIiIWPQXGQJ0XQYO5KYmADEa5/A1LxVxT0zBgZy/cKFDfYhs4SEMGTGDFqNHo3R35+oHj1ofdVVDf5OzQcPPmWN00AkSSQqyo/gYN9xScuX+z6oQSm+obOXLav2IHsVzOVFQaIkYtSDvbCYXR9/xg2DjfQc0Ioeg9vTZ1gnhg5vzZQpvf5ydXpJkhgxcyYAzvx8XEVFuAoLsYaFcUUdhTrnmuxsO3PmbCE9vaTWiXthoZNVq47WeZ7U7bt5tu+N3Bh0BdNaX8XGz749D6P9+9I4c/uLSPvjD36eOpXCpCTQ6Yjp358Rb7xBaNu2HE9IIGHlFo7m6Qlp25aBo7sRGxtI9o4d1R5+erMZd1ER+QcOEN6xY5VU5OloXi+KLGMOC2PEm2/StH9/vrxqLCm//YamaSS9BEGtWnHHunXYaumlu1jY8u67dX6unvYgz6YJGgJ6ZJyY0aHiF+SPGBaNbA1Fr5cwWq1MXLeNmJiAWs5aP+bgYDrccEPF39teey2p69bhqKdiUu/nx/ivvjrr656k1ahR/PrIIxWVnpWRTA1bS9WEk+aYPrwOJ9m7d+PwmsktPYgl5Q8620K47P0viOnanubNA/7ywHaS9tddR2ibNmx+911K0tKI7tePvg88cN6d4BVFRVV9BqJPPLGSH344VG9GetWqFK65prqUWUZGMXdN+JTVG7KAloQSQHhRHlvuXMCje5K46Y2LTx3mYqQxuP0FLLn7bnbNn19l29GVK/lg5Ura33QTibkBbMoMRtAU1GXJLFlyiNunXo7easV7uh9Z+UOswh1AFGs1PX3gyBH8IyMriid+mjqVYytXIplMSDodqqJQkJTEFyNH0m3yZH578km8djs6q5XBM2Yw4JFHKChwosoy3owkRJ2O8E6dLohW3+k4Cwrq/FwwmdAqBTiVU2uOJtxY2nQnJCKIoiIXiqKhKCqaRr0KJ263m98ffZTsxETiRo6sJkOlqirbVuzg18XbkFW4/Koe3LR4Cd/fPJHiY8dqPKclPJxJq1ZhPYOUZG2EtW+PJSKC4uxcSjU/LJRhwtcI3mvKlAado/flHdG9sgyn3YXZZiI/6TAer4okCkSYHAgIKAVZHPz3QwzaVl155q8mvGNHrq7HC/Bc4XB4+fjjnSxffgSzWYfZbGD58mTKymp/yQSfDFdhoZOyMg9W6ynN1t27sxk8+GOKi12Ab3s2Udjxo62axPw5f3D1s8WYA87+Bex/hcbgdoE5smJFtcBWmW1f/0Ri50eICBPRSaDKCq6cIyz6Noyrx93G4fdfQzGZKpQvXEVFRPXqVVH632r0aJJ++eXUm3v566MlPJzg09QZ9n/9NYIkIZUrdYiShGQ0kp2QwLJKKT/Zbufbx/7Nk3PzOO4NpuxEHk10eYwN3kV8cyuj3nqLqAam7k6nrMzD11/vZdWqFEJCzNx8cyf69Gla73HNBw8mvw5356hu3fC6XJwoT0+GkYuGgIpAy9ZNyLJZKSlxIQgCVque1NQiRo6Mr7Mo4tjq1Xx2xRUVLw/p69ax/qWXeDAtDf+wMDRN48OnP+abb/djMIiIwJrfjzJsdDse2ZFAwryP2PXxx5RmZqIB1vBwOk6YwODnnqt44fizqKoG//iWOU8twaHoEFCJIY3nJ1oaXEwSGR3IlKeuZO7LP5NbZKewWEAQbHQXEzEqdhBFBEkiZ/ducvbto0mHDudk7JcaDoeHPn3mc/BgHoLgE6NWFBWPx+fNVlUv8hS+Sa5AcnJBlcm1qmpMm7aU4uLqgdGOjTJsyG4PqTv20nZo/Qax/+s0NnFfYN5r375GH7WTpNGMAyEjaN3x1APeVVwMzbtyz4OXUfzpPzm0ZAmapqFpGmHt2jFxyZIqfW0f9upFdqX7ZQkP58GkpIpFdgB7bi4zy4su9CZTxexLVVW8paVVxuRF4nNuw46VADMICJRhxiLJ3B/9OzarjjvXrsVgq1u263TKyjzceOO3HDiQh9msQ5Z9qZ2nnhpYRcG+JjwOB68EBEBNJq+CwP2HDhEcF8f6V15h81tv4Swq5qhfH4o6Xktoq3jsdjdHjxYRFmahZctgRo+OZ9So+DqrO/9lNp9at6r04uAfG8vDx46RsieZyePnEhFuRa/3PbUURSUzy8HMz+6mW/82Z3R/zoavvtrD1Km/IElCuR6hSkmJh549I1m1atIZpQ8z0wrY8usulj3wAOFiHlbBUdFOoioKisfDgCee4PIXX7xo0pIXiuPHS+jVax7Hj5/e6lHT8/TUvdHrBUJDLbjdCmazno0b7yImxlcdm5Njp0OH9yksdPrcPMqPPHnGYPJoIWbx077XiWx75n2oDoeH3btzyM93kJZWzOLFB0lPLyYoyMLYsa146KG+VWaRlwKNTdwXERW9R7UgoeCu1Bullb8ECjoJk8nA0E8/pTgtjYwtWwhq2ZKoHtXtXe7dtg13SQkp69cT2aUL/k1PBcri7Gw+ueyyKuPwlusX6isrdFQimThKseGHHUE1oTcZCcRDgdvIYaENHYoTSPrlFzrcdNMZ3YuFC/dw4EAeTZv6VQRXh8PDzJmbuP769nXOogwWC3dt3MhnQ4ciV7pfgl7PNZ98Qmi5M/TgZ55h8DPPAL6G2mPHitizJwdVhYICB3l5ZbRsGcwVV7SsM7DlJidXDWwnf9c0SlJSAEjcuA80rSKwga/gQxA0EtYfqDG4pW/ahKjTNdiZuz5mz96GpoHN5rt3er2Ev7+BXbuySUzMoUuXiHrOcIromGDGTx6K+6dWHPnlMJSv2amqiuJ249e0KUVHj+IoKMAaUpN1y98TTdO4664lNQS2Wo/gZIDT6SQURcNmMyBJIhs2pFcEN51ORK8XUVWQAIXTQ6VGuyjvGQU2j0chJaWIl15ay3ff7cflqqlyt4BNmzJ4++1NrF8/mTZtLu719obSGNwuMJJej1pH0UcYuRgkFYcbzAbw2EvRLIH4BfnToYPP9DEgJoaAmLo1FI3+/rS58kocDi+rVx9j375cAswqex+4BouzZs84b2lphdp/ZUrxwzdfq4qARqHbCCI4i4rqHE9N/P77MSwWXZU1O4vFQGGhi4SE4wwZ0oLEr75i05tv4szPJ7pvX4a/+SaB5cG6Wa9ePF1SwtFff+XYunWEtW1LhwkTahVEFgSBli2DsFj03Hzzd6SllaAoKmVlXqZO/YWhQ1tw551dGTEivoo9D4C7njU+AKufmRpTUZqAn3/VQqD933/Pz/fc45uV43M9H/ff/9J67Nh6r1MbmqaRm2uv1oKh04moqkZqavEZBbeTjJkzhw83bMBVVIQgigj4XCYMVitJS5eSsXkzwfHxDJ4xg2b9+p3x+WVZZtd//8vBxYvRW630e+ghYi677IzPc6FITMzh11/rrnSsCYvF55fn52fEbNaRmVk1QxISYmH48JZ88cUeEEQERa0U3FS6+WXz5qr36r2Ooqhs3ZrJF1/sISkpn717czh+vH6j4dxcFzfc8A2JiVPP+LtdjDQGtwtM7BVXkLRkSa2fG/AyrpuXtfml5HkFTAEBRLftwIMP9iEg4MyUQ+x2D6+++gcZGcXYbEYOr1pHnrMvfdlEE3JrPCZ+7FjSN2zAXalwJax8Xw2xcjYODYFIYwl4qXEGWR9BQWa83qrvpmr5epa/v4kVjz7K1nfe8X0gihxYtIijK1bwf9u2VfiWCYJA3IgRZ9TH9K9/rSUtrYTISBsHDuRRVuZBllVWrEhmx44sbrutM88/P7hKqq1pr161FusYytO9fUb1wv/VleQXeQgJ9KV3Skpc6A0SQ67pXbF/UUYGP9x6K25Z5IShJW5VT0BhLt/cNIHpqSlnXakqCAJt24aydm1qle1ut4LBoKNt26qzK69XYc6crXz//QEEQeDKK1tzzz3dCQysGogDoqOZ+Msv/DxtGtk7d5MrB1LkCcBcWEQzK4RFRVGckcGP//d/TFi8mJBWDW8nkWWZ+T17cmLfvopth5csoffDDzPytdfY8+WXrHv5ZeyZmZiCguhx331c9vjjZ3F3zh2ff77rTHvzAd+srUkTX+q+rMyDXi8yZEhslX1mzhzBwYP5JCQc9wU4zdcs/9Dt0bz58Us1ntfrVTh8OI8ffzzEH3+ksXlzBsXFnv9n77zDoyrT9/8550yfSQ9JCKGF0KuASBFEihR1ERFUsKCCLPa6rui6NlxXXLGzAmtDBRVEERAV6b33HiAJ6X0yfU75/XEmQ0ISOq77/XFfFxeZk3Pe886Zyfu8T7vvcI/ducx19+5C7r57PtOmXY/N9r8VojwVl3NuvzNceXn8KyWlTpVlW2Iijx07RklWLlm5fixxsaSlxZ0X9c7ixYf55ps94absNW+8gdurIqAykKU1BEIBbPXqMX7XLt5r3DjsYarAXEbhbtgN0V1E0OXCq5lJNFdwb9xSWg4ddNaNzlWxZk0mY8d+T1ycFatVL5ApKHDTsGEUP8y7iamJiWiCUE0lPOB202zwYMb8+OM5368S7dp9SGSkibIyH8eOlWEySWgayLJKhw4JlJf7WbDgdpo3r24M6mqQH/ndd7QZPhyA3au289xDX1PsVDGIKmVBM4nNm9D+ikaMHt2OlJQoNv79aVbM+JoNUh/8GKn09urLGTzw6NUMnfqvGvdQFIVDCxdSdvw4rYYNI6YO6ZatW3MYMuRL/H45lMfU8Ptlhg1rxRdf3Bw+r+BoJv16f8SRXAFJ1PQG8ggb3bo1YM6cW2rkXjRN4x8J9VlRlEoBiQiogIAZPwPiD5HWtiHOnBzajRxJv3Ng3l81eTIrXnwRg8USzufJgQCaLHPF+PHs+vxzRKMRo82mSxGVlyMYDFhjY+kyfjz9Xn31rO91sXDTTbNZsOBQHUaj5kGDKKAJYDYbSE6OQBQFRFHk6ad71ppbVlWNtWszWbDgIAkJdh588Mo6DU16egn//Oda5s/fr1cy114ofU5o3DiS0aM78Npr/S98sEuMyzm3PxAcSUlM3LuX//TsSeCUUFdMixaM27ABo9VKYotUEs/MC3xabN2aU00iQw0GMSNTThRerNjx1LjG63QSnZTE3/x+tsyYweGFC2k2aBB/uXsc77yzkR9/PIC7oIhupkxuaFHOlaNfo82IEec0L1VR2PzRR2ydOpU2GfFsPH4lotWBNS6e1LR4/v3vG0hftAhFlsNUVpUQJInsDRvO74FUjiEQkhLxIwgCgiBQuckzmw3IspctW3JqGLfr/vlPUrp3Z8njj+MtKiKqaVNunjWL5JC6dm5uBXN/KyPmim4oOSWs21xIIKhydHMhK9fm8/77m+jVqxH2TI18tSeSBDGiHprSNMgihW27ihl6ynx3f/018++6K9zD+Mtjj2GMimLsihXhe1eiS5dkFi4czaRJS9m7t5DYWAtjxrRn0qTeABxftYr5Y+/hi2OtOMAViCgYNBB9LnyazLZtIosXH+Kq5HJK09OJatKERldfTVlODgeK7OSTeArjvp11RQ1opoHBbKbkDDnlU7H3m28AThaqqCpqMIgmy2yt3DCJIpqqEgiFcDVZxlNQwOrXXiN761bu/Omnc7rnhSI1NRZJEpDluopHVCpLQYySiHZ/OGUAACAASURBVCAJaBq0bRtPIKCSlhZLTIyFggIXhw4V0bx5XLUogSgK9O7dmN69G592Hj6fzNSpG1i3LpPycl9tffvVIi1ni+hoCwsWHOSll/qes9DtHwmXzLgJgtAQ+BxIRN/OTNc07R1BEF4ExkM4LjZJ07TFl2oef0QktGzJs8XF5GzdyoEffkA0meg4ZgwxTZte1PtERVnIzT2Z9DZHReEpLgE0DNRSZQhh2irZ58NoNtN6+HDa3XYbBouJSZN6hxfJ84UzN5cZXbuGZWe6cIQ2bCfXlYzZHeTep56hWbNYjmc30JcJVa3eR6eqYXLiMyFr/Xo2f/ABJenpxKal0e2hh0i56ioGDkxlwYJDodyUXnUaDCrVNgIxMSdDwIeWLGHOsGFh42JLTOSx/HzsVQxvMKjw1lvrcbuDNGkSw6FDJbjcQYxGAUEwYDSKBIMyW7Zk07tFfY5ipI1W1RBoWDQfhVHdq72HjHXr+O6222q8t2B5OTO6dOHR9PQaApzdujXglyVjyNu1C19ZGbGpTTAYRMqOH+eroUPZ7E7jAG3CZQ5+VUARzZj8fjwuH188P41c5WeEkFGJa9mSxE6dyKIhVrzVsoo23JQSi1epQPb5SOp0bgTZgiRVW9gVvx/t1ArYKoYtfJ3RiKaqHF2yhEUPP0z/KVOwnGWT+oVi4sSuTJ++FZBRFK2a8ahXz0L9+pEcTS8lEJAJyhqoGrGxZgwGicOHS9m9uwCrVUKSDEybtpV//KMfo0fX1C48Ew4cKKKkxEtBgRs4uUGrinM1bDabRFGRB4vFSDCo/k8bt0vZfSsDT2qa1gboDjwoCEKb0O+maprWKfTv/yvDVhXJXbrQ7+WX6fv88xfdsAH0798UlyuA368vFqkDB1JOJCmcwIy+UCuIBDGEgyl9XniBHZ9+ypR69fjhvvtYMH48b8THs+mDD2qMr6oqO3bksn59Fj5f7cbyVFTVU6uEFT+pHKOBdoKfH3mE3J07adKnD9b4eGSfD1mWCSoQ8AfQNI0rzkK65NiyZXw/diw5W7eiyjI5W7Yw/667OL5iBZMm9SEtTWeskGUNr1fGYjHQuHEUhYUekpIc9OypF+wU7NnD7CFDqjG/ePLzefOUtodDh4opKvKQkGBHEAQOHy4OVV+KBAJyqHVDwO0OkumPRxFMlMtmVFnW/wWDGO0OGvXqWW3ceWPG1P0mVZXFjz5a43DG2rVM69SJr4YO5Ydx4/h25EjWvvEGvz73HOUegXRSMRIIGykJDUUFRRPwe3wYio7hSE4mIjkZR3IyxQcPkr1pEyIKWq29WxruvFwsUVF0uOuuM342VdHpnnvQVBU5GCTo9Z622KraHWU5HNrf8v77/NNqZc6wYed07/NF8+ZxvP76AAwGEU1TARURhUhTgGSHj3enDuDe+zqhISAIYLVKeDwKGzZkU1bmR1XB51MxmUScTh8vvLCckpKaUZQzIRBQUFUNVaVWDsvzgd+vkpvrJjbWWk2T8X8Rl8y4aZqWq2nattDPFcB+oCab7WVcMrRpU4+77+5IcbGXrKxyPJYkOnVMpAO7kZHYS2sWM4RFXM9qeuO4+kZS+/dn4cSJyIEAJrsdk92OEgzyy5NPVkv6791bQL9+nzNy5Lfcddf39Ogxkx9+qLt/D+Dwzz/XydIRhqaxYNw4AG5fsIAyMZ5l7i7Mc/Vloa8vmdFd6fnsmemH1r35JqLRiCMxEZPdjiMxEdFoZO0bbxAfb2PhwtHMmPEn7rqrIw0bRhIfb6OoyEtSkp333hsSbkP4bMCAOu+x6KGHwj97vXK1sJAgVOrk6XJCfr8SomgCt1tGjK5HIDYV0WBENBqJbdmaRtffzDXXNKl2j4rMzNO+z8w1a6q9XvzII3xyTV+K9u3DU1iIOycHr9PJzs8+4/jSpTg1OxIqUTgRUVDDmVcNP0bMmpfuDZ1hb1kURWwJCZSlp9PUlIsPa7WsUgURNLCU03rgNdzy9ddEJp8b6W/XiROJbdECxeM5a8OmT7fmYn5wwQI2nUfu93zw5z93pU1DFaOgISAgSiKiwYjicTPlpcV8++0+DAYh3L/p9crhKevfE42yMj92u4HCQg+bN+ec7na1olmzGGw2A/Xq2UKbpwt7T5JEuH+2rMxHbq7zwgb8L+N3ybkJgtAEuALYCPQCHhIE4S5gC7p3V1rLNfcD9wM0OkPZ+2XUDkEQ6N8/lZ49G5KX58LhMFGv3jB2ftGbFyfMZLMnlSAmbGKQhCt7cahNK3568Q3UU3JdRquVoNvNuilTuOnTTwkEZMaP/5GyMh/16zsQRZGKCj/PPPMbbdok1MhVVWLbjBlnNe+CnTsB2L1iG6vk7hiNCrH4UCQTW0pT+NvQJ/jn0tOXRJccPoy9fv1qx6yxsZQcPgzo5fGDBqUxaFAaPp/M9u25WCwG2rdPDPe7KYHAaTkh982bx/Xvvw9A48ZRaJqALKsYDCLt2tVj7dosRFGtFroSRXC5/IiSSFzLNiSldEUymhAkif79m9K58ynG4QzN0ZLx5O7661c/Ztq0Q5QpNxApuGnJQRoEs6nIzMSY2IA1hQ3ZR0sKSSCWIiJxUkEkMhIgYDOq3FF/KzEWmapLgyiKiAYDNz9+CyVvL+eoPzHsvyUlWvl83xxiY89PEUDTNMqOnntZfV349dln6TphQjiHdzFRVuZj9uzdrFuXRVGhm22HFSr9A1mBcg/IipXsLcVYoiJxOEy43XKNIg9Nq9z0qGE2kkDg7JQjqiIuzsatt7YjM9PJoUPFF2TcRFHvidQ0Xf372LFSOnT4N3fc0YHXXuuH1fq/Vzl5yY2bIAgOYB7wmKZpTkEQpgGvoOfhXgH+BdSIM2maNh2YDnq15KWe5/9lWK1GmjY9yVto7TaYleZsXMEAoihQDniPA1FlbPX4iKxlDA1whdoDVq7MoLDQTYMGJ8+MiDBTXu7nm2/28txzfWqdh1yF61FDL0YQ0LDhqRbsUkM5l6/e/gFBshNlVQE9n2IQ/SxfnUdZsZPouNpmqsMSG0vQ7cYccVKVOhhSVKhxrsVAjx4NaxzP2LyNQ6RxnKaoCDQiizSOYApxNToSE8Pn1qtn58YbW/D99wew2420aBHL/v1FlBS5Q6ErPb9nVr14S/yIZjPagbUkZewBo4Uetwxk+O031Oivi23enJIDB/TnAqznKnbQWVfDJp8Hr9H71rZty+Wd9zaBZsCNlYNaGhu0zjQkmwG+X1if2YkTWjISMgoiOTQgmlKacYRyooivH8fcJX/m4EdlHP3ll2qSQe7CQhp068aAvz1H025d2b5kLSVeI837dOPaO4ZWEy49V2yfORMlENBzaCEygQuBXFHBD/fcQ+uRI2nUo8dJztULRF5eBaNHf0dGRjmiCEeOlHJqT6MGuPz6sXp2NdRMb6S4uDJkf/J7oKq6d+/zBbHbzQwYcH5piYEDm/Huuxux2Qy4XDVTA0ajTuJzJsOnqmA2S1RUBPD79WNFRV7eeWcj33yzhzVr7qu2hvwv4JIaN0EQjOiG7UtN074D0DQtv8rvZwALL+UcLqMmHn74Jyoq/FitegO1qqqUlfnZs6eAtn07IGwIqVVXqWADaDF4MADl5X5qa1aWJIGiorpzBw26dePIokWUE8kWulARMqPRlNGFrUSgF78YQwapoEzDaqi+ozUaRdSARl76CaLj2lAXOo0dy0+PPVZDJaHvv2qW2dcGTdP49/sbOBzdB0NZFiIqB2hJIfFczVokVO765Zdq1wwf3oqWLeNYuzaLYFBh9PAmzHx+Bt9utWEkgAEFDRFFUfB6NI4FbJhMnegWkcWJuZ+wJlKgz/PPVxvz1vnzmdZaZ47/iUHspBMCGgIaWTThzbXxDNiTz/z5+7FqbvYpKeSRELpa4CipfM6dSJpCvFCBKIlY5VLKiaScGGIkLzcObcVzH4ynYcMoEp99lsJdu3CeOBHu67PGxtL3pZcw2e20vvlmWt98MxcLvlDFsCiKnLvvchLlRHKI5pQKCez8qYw+eV/R7Mcf6fn00+fUd1cXpk3bQlZWObGxFg4cKAodrUqOVRUibncQUdQp0OwWcLor3bdKAweapiLLImazRGmpr07vqLzcy8qVGWgaXHNNk2rk3gUFbg4fLq6jclM3akajSCBw5h6B2jgtAXJz3Tz00GIWLhz9P0WzdimrJQXgP8B+TdPeqnK8vqZpuaGXw4E9l2oOl1ETLleA7dvzMBjE8BdVFEUkSaO01EuHgf3x7GpF0f79uiK1IKApCtGpqXSeMAGAK6/UQ2eBgIzJpH+FVFVFllX69Km7fLn744/z64uTWav1REMgEr0CrgIH6+hBf5ZhQAkXJTRKMrItS8JmPPmH6Q+oGA0CjVo3Oe37PLR4ca3yP6uff55rnnjijM8pI6OcQ3kCTRtHURLMJ+h2E00ZJcRSSD2GjP8T9oSEatcIgkDbtgm0basfP7RwIQ2dO0mmMW4cGAnixo6MhAGFeDkHg9/EmpLGXJ/kZ8/XX9PzL3+p1teX0KoV96xZw4wbb2VXaSfUUBhMFCRMNgtlZX5ef32NTrPVqAl5hQKnbjx82DHix2gJoASDGE1G4jQv5UGNbi0l3vr0XmyxOst8ZEoKY376iX3ffUfRgQPENmtGmxEjsJxBHfx8sO+778hatw40DaXSXTgPlBHFKvoAGrExDoo1Iz+k12NkvMb2Tz6h/+TJF7wor1mTiccT5OjR0jP0kgkYDHrPpMViQJIEAm43EgY0BERkZEyE6bhEKCnx0b37TFasuIfU1JPeUUmJl7/97Te++moPqqphtRqJjbUycWJnCgo8BAIqV1/diPx8dx20WrrXZjZDXJwVTdMoKTk3RfJKj2/btlwKC/WCqf8VXErPrRdwJ7BbEIQdoWOTgNsFQeiEvuU5Dky4hHO4jFPgdPoQRQGzWSIY1JCkyl4YPVTSt29jUu7Yzm/PPMO+uXPRVJVWN93Eta+9xq9PPsnur75CCQRon3AL27LbYrWZkCQBj0emc+f6XH993btkS0QELSe9zaLJPxPNydJuB27KiKKIeFo0MjMkJLg69sW72X3fF5R4DDhMMgEZXIqF20e2whZx+hzPkYW1BwQUr5eiAweIb9Wqxu/yduzgq+HDqcjKIsfQBGfD4SRGQGL7DqiCQNmRw/gDNlKHPciNHz2PEgxSmp6OqijEpKbW0NoLuFzY8vdSDxtm/FQQgR8zZvxY8BFFOZrbiDEmknRvAh2VTHxlZThOMZqNevWi/b9/Rh49L8woL0gCaihvs21bHqNGtWXvrvqAHhg56VPoBf9B9MIVQRRRgkHd+xNFetzcD9spWmcmh4NO51j1eK74bMAAMleurNXvORUJnTvjzsvDnVN70cVBWiKg4cBFsNiFyWbHkhjPuqwIks1ZeIuLLzg8aTSK5OW5Qkay6qxrGk2bzRQmXYiNtWLNOUEndlJCNPtoSzFxaAhIqKiqAaPZQl6em1tu+YZFi0ZTv34EFRV+Roz4mjVrshBFMJkkAgGZrKwyHn30F2w2I6IoMG3aZioq6g7n2mwGhg5tzssv98Xp9DNo4KeUV1SGL4VT/q8dld85RbkIHeK/Iy6ZcdM0bQ21P7X/b0r/K/tO/kiufFKSg4YNozhypBibTSIYPFnw0Llz/TCbyaB//YtBVUJ40664IlzoAdDe+TGRlnYEhz1HUBUZMiSN22/vEPbk6kJy30E03SDjWreEoPdkCFNAIKFHXx5a9ilSKBza884R/DOgMP2l2RwtkIiwwdi7unHf1Ccv6BnsnD2b/i+9VO3Y8TVr+Kz3yR4+k1JG6ZHDmOOMxKU1Q/X5iUxuAIY4eo4dSdnx42x85x1yd+7EmZlJZEoKg956qxoNWWxaGkYD9GI9W+iCiIYXG3bcJJODJGiosoJBVHG6FazJsTUMTSXWrctEVbWQx02oBFyvbLPbjdxyS2u+/XYvICJUWXwNkoisgIiCyy9iNwtIkoTTKxBlF7jzmVHhc73eIPv3F+H3yzRrFnvJduk7P/+czJUrEc1mRElC9vlOVkoajRhMJjRBwB4bS+/nn6fr+PE4y8qYWofeXTFxWPGGXwc9bmJNAkVOkFWQLoKcUGKiI+TFnNkcq6qG2ay3lvzjHwP45donkGQ/Hqxk0pgi6iGgoSChCVK4evLAgUJuvXUuDzzQlXff3cTWrTmoqoogiASDCsGggt+vIgh6fszhMJGXVzd5s9EoMH36Ddx+e3vmzNnDj9/vJ+j2QBXPUUfd8jygG7eOHRPC1GH/K7jMUHIJ4HYH+Pbbvcz+cheuCh8Dr0vjiad6ERn5+zSZng6iKPLyy32ZOHERTqc/TJeYkGBn+vQba73m2PLl5O/YSZ6UTAZNCWhGkoVsGvkO0ln6kRFzvjzr+zdtGk1kg4Z0ePop/BUVeIqKQJQok+3c/8/rMJ7SiNvnvlH0uW9UHaOdGRU4OEQL8knEipc0DpMayh1WQtM0Xr/xIXYzAC826lFAa/YTQwl5xTG0ubUrksFIYYmfRvVj6NQlhaVPPMquWbPCi3LZ0aPMuOoq7lu7lpSrrgIgqVMnkjp1wrd8Of205ZQTyQr6YsGLmSCCICJIIhVuhda2bLo/+ihiLaTPfr/M4cMlmM0SgYASUhrQQ1+g5/ratUvkiSd6cv/9C1BVAVHUDZu+OEKnVlFkp3vJdRkxCgpJkQrTvxgTVg9ITy/hrbfWU17qoazYiclsZOy4btx4Y8uLvjnb8cknaOisJEGvt1ohiaAo2OLiiElNZdS8eWFjHxkdze0LF/LbpEkUHjyIViWM6cCFCzvWKlm74oxsrEkNSOnauVpR0fniiiuS+Oqr3WfsJxME8PmClJVBYqKdL7/cxVXjniLj35Ox4aUbmzhBCioCGhJGkyHcJhAMKqxZk8n69ZmAENq8QGUBSuW9Kzc3cDJsqJfxV6c+veaaxowZ05HDh4v5+ed09u84jl81cCZP7VQ0ahTF1KmDaxQ7/dHx+0so/x+Hqmo8N2kpTz66kDUr09m5LZt/vr6S7le8i8dzDn08lxBDhjRn7txRjBrVli5dGvDAA1eyevW9tGuXUOv5O2fN4iAtWKX25qjSiBNqEpu0K1lDL9JXrqn1mrqQmhpDz54pHD1aijtoQI1MolSJYMB1zUlOvvBFKHyfQYNwY2MVvckmGSMBfJjZTDe+mjK/2rlLlhxhXVkqGiIRVFBCHKvpTVv20ohMdi/bTFEFXNmjKc880wtXxlH2fvMNaiBAPvEsYhDfcjPblbZ8Ouj68LiiwcC1L79MSs+eCKJINE6uZDM+rLjN9fCKDipMiTRKNDLhw0m0r6Nhu7zch6pqREWZw5IpsqwiSSLx8XbuvLMjAKNGtaFPn0YYjSInw0gCcXFWmndozLXDr6J7z8Z06dWcZ9+5m15DOgP6ovreexs5snU/axduZNfafWxZsZenJn7DpjXnRqd1Vgj10GmKUrNCUhRxFxRQdvw4O0NtJ++8s4HevT9h9N+z2ZI2kUaj7qvmjbXgID4sBELK1UEMlHolBl4dzxVj774oUx4xog3R0RYcDiNms4jJdHKhN5slDAYBg0Gn2YqIsNC/fyqDB6dhtRrZauhJ48H69yKNdOIpBkQQTfj9SrVKRp3jVCcXUNXK11o4bQB6JMhiMYQ9+Uo4HCYcDiNWq4TRKPL44zohwO7dBYiiQEbuuec1IyON/PDDbbRuXe/cH9p/GZc9t4uMgweLmPPldgLeAA6rHnJQFTiW4eK5h+cw9T+XNpdxtujaNZmuXc/ccCvLMgf35rKMvlRoEWiIiGhYNS9lRNDBcG67OUEQuO++znTqlMTatVlIkkCvXg3p3Dn5onoIdy5Zwh3RPQmWG4lCb0Y1oBCdVI/Fy3L4c0Y2cY0b4PfL/PDDQSKpCFOS2XHjJIITNKQzO+h95630fvqGMBVRbkaQYEUF2+jILwxCQZeBOUwLtpbn81CZi+hoPYTTqFcvrv/gAw4vXMihn34iIiOD+hwh29EOoc0gEuItuOf9i3m3f8Hqli24ddEiYhtU5zpYvvw4R4+WYjIZsNsVZFnFajVitRoZOjSNlBS96jQiwswHH1zPG2+sY9eufGRZoWHDSAwGibS0eAwGkZatElAUld9+O86116aSkhLJ8eNl7Nu4n73bsrAYVIwiaIqf8mKFFx77hiVbnr2on80V991H5qpVBEPelwt7KA8FQdlMnpyAeFzgyLuL+WhHQ1atySYy0ozXK/Pjah+bk9ox+6cVLBx5A87icjzYiKaEQhIxCCpWzcOdY9ry0L+fqU7dBqz68GMO70in5/i7aNW1xVm/r4YNo3j22d68+uoqRFHF79ctjYCMIegjOSkCr2pC0+Duuztiter9h5GRZjIzy7nqrU8Y+1M90pctY6QUzdgnNrN9e95Z3bvS4FXCbJYwmw1omoYgEPon4PXK4fN79GjA4MHNADCZdIVwVZBQ66DdOxWCoF/XunU9CgrOnT3lj4DLxu0iY9/efMqdASLMlbF0ECW9TP6nJelM/e9O75zxSd9+fL0pOtyTZiKAioAfE0YEspucu/6YwSBy1VUpXHVVyplPvgAEktoSY/Bit0YhSScXuTKPwvHdh4lr3ACn04/H7SW2YQOcWSelYsz4KSMaBIF+k/5abdyYZs0IILGUAQio2MJUZpBPIm//ay0vvjIofH5Sx44kdexI75BoanGxhylT1rFp3s9sPnIYaE4CUVy1cxPvpaRw9+rVNAnpmeXnu1iy5Ahduyaze3cB0dEW3O4AFRUB2rSpx9/+Vl2ap02bBD766AaOHtV5EfLyXHz66c5qO3z9WWikp5eQkhJJ0Bfg+N4MJEnAaNINuKaBSZHJOFZMVnoejdKqN8RfCDqMHs2uL78kfckS0mnKbjqgAkXE48FGBE582NmYYcE9azdmi0RmJoiCgGQQKS31cc8zu/jzUx/x3rNLcGFDQsFOBXFaCYManuCxmdVZbA4sXMjLw/7CflUveHpvxjM0a2Tn0z0fExFxdjm5J57oweDBzZg1axe/vT0dp09ERcCsBpBzJAR7Is2v7hY2bFVR6Z0169cPgP/8J5nx439g5878GrJPdUEQoHXrOE6ccOlq3aFm8ObNY2nXLoGjR0vxeIK0bZvA9Ok3hA17587JzJ27H7vDgrMiyJlybKD/jSYk2GncOBq7vfr7CQRkliw5QmZmOe3aJXL11Y1OK/T738Jl43aREekw6t+4U3eEgoCmnN2u6Y+Cw0uWsHvDIQJiX1TVgCG0iItoyIgYHZF4rbWHMs8XOTkVrPltP26nm+792tKqVb3z9hoap8aTlZtFpOPkH56saIhAwzbN2L98HS/d+jJLC9MwYCWGBOIpQkLFj5kk8rn+o49qjGuJiuKYsS1y0IiVk6XVEiCisvjnDF58RVc4L9q7l6imTbFFRYXP+/LL3RQXe1CPbCEafanJJ5GjNKUFR/hy8GCeC6mLHzumi8A2bhxFRUWAY8dKsViMxMfbuOOODtSvXzOUazYbwmEktztY7at4bMVKMlatpEyLZNZnj3C0bxrXvfchmqqiYkTvwwpBEHEIXlxlZxa6PFfcsWgRiya/yw9/X0UkFXgUIzIGJGQKSSReclKumFAQ8fj0OSmAIGhIksie3Xk8tPkofpIQ0dBCn1lkdBTCPY+HvJqTb/ztYRPYq15FFOWI6CKgRzPhr3/6Gx8sryljVBfatEmgn7AMi+9bghg4QQNySMZEgBj3Vpz+NGS5QXixd7kCmM0SzZpVL4ZJSnLQunUCpaU+0tPLzsjebzAIxMbaaN48jokTu7JtWx6iKDJ6dDsaNozi11+P0q6di3btEujfP5XY2JOVu1FRZsxmEUmqbBOpWvFZ82/LZNJbWjp0SMBqNYbTFYWFbn744QCTJv2G0+nHYJAwmSSuvDKZr78eWa3/7o+Ay8btIqNv/2bEOCTK3Qp2q/4FD8qApjKoV+2VcBeC3XPmsPHdd/GVlpI2eDB9X3kFi+P8q5pkn4+jv/2Gv7ycfd99RxAjJkHBgIyKAQEF0BAkE7b4+IuaJ/t1wTZee2wW3qIiNA2mW+2MuO9annxt1HkZuLv+Ooq1w96mtDxIlEMiENQocgkM6puMNSaSB1u/QmnQSn2xiAI1jmLi8WGlUaKRhNhY/rXwP6Sm1p5r6PbABOa9k4VK9cS1wWzFZJKYd9dd7JszB1WWEQSBeh06MG7tWhTRxI4deYgFR8LXCOih0Awa04IjlLgFPv54Gy5XgLg4O16vzPLlGXi9gZCqNgSDKklJZ65mbNOmHg6Hrl1XsHYZOVs248eMAZkECshccYJZfXvTr/F1zD+SjFsWw8tdjKGcaLuRZu0a4/V6+ap/f05s3AiaRkyLFoxftw5rHdWdZwPjldeT1LEc9eg2SsokBCCABRENt2pFxsBJL0OnbA4GVUxmEdkvE8SMSVCRRFA1CZ9qJ9vl42h6KU6nPyzuu/K11zimNsKMD5HKcCJE4mTD6qNUVPjP2nsrKHDz5fs/U0E7EiikMZk0Rff4NSD7yCKymzQOFXwImEwSjzzSDbO5+lKblOTg6qsbkZNTwYkTznCYszYIgt5eEBVlJienApcryMcf31TtnLoo7wDmzdtHIKAyZkx71q7NYsOGE+EwpyjqnnzDhpFIkkB+vpukJAcdOyYSFWXhwQevxOEwMX/+fiZPXs3Wrbnhcf1+FVGE9etPMHnySqZMGVTHDP47uGzcLjKMRgMzpg3knnGLcXkBTZeXaR4X4K+vjzvj9YFAgLWvvoozL4+rHnqIpA51S2EsmDCBnR9/rL8QBDa9/z77vv2WB/bsOa+m2/xdu1gwbhzekhIQBDyFhUQqQQQD1BcLyFMTUJAADVESSU2N4frrL1B0LoSKCh+vPTiTYHkZTjEeV9CI5lSY9s4qruqTRu8h56703b7PFUz5+F7eeW4OGSfcWM0So0a24PF/0sD3kAAAIABJREFUP8XHD75MSdBKvMmDpnkxqQqFSizlWiSJKXbemPsMTZrU/Qwn/GMcr3/xJs4SMGl+BFHEHB2FOyDRyXyYPV98AYKAYNBzIwU7dujVlFu2AyCZTmWjEBDQOEBzltMPx2t6oU4wqODxBImLs5KUpG8kvN4gZWU+ioq8nAk2m5HHH+/O++9vYv+WQ0AkJgL0YENYGcJfXMw1/SGnJJujrmgMIhiEAJIS4IGnB2O2GHnFGolahT6t9OBB3oiP5y9uN9ZT+vvOFoIACe3bk9CzDd7vl1OUo6JhQNBEfJoJERU17GlU+hqCriJQjYQYREHDIIJbNuH3+qpJtRTv20cAExKnGhANVVXOmtdx9+583nlnI3v8zdDwcoQ06pNLNzYjhWba0Z7J8Ff7cfBgEWazgXbtEsJG9lTcfns7ZFlh06YTVYzbSQaTk0wm4PEEsNujcLvls/rcK6EoKqtXZ9KgQSQGg0j//qm0bBnPqlUZHD1aSlKSnZSUKCwWQ0j6SeW229px550dadIkGoNBZMOGLP7+92Xs3l1UY/yKiiAOh5H58w/wxhvX/aHani4bt0uA62/ryYoUC88PfYriCkgml7TCo3x/8y/cu359nZ7Vtk8/ZeG4cWghKY8dM2ZQv1s37t+4sca5ZSdOsOvTTxFNpjB5rqqquPLy+O3558OEvmcLVVVZ/NBDBN1uIlP0XJg5MhL/tm20VPeyT+xAFC7cqhkFkSbNYhkypDlDh144tRHAhgVrqChzU0wSKGA1KGgGKPVYeP35hedl3AB6Db+Gnjf1IRBQMBqlcDlz1qEchCoLZIxUQYxUQbHfSiuz+bSGDcBqNfHRf25mwoSF4dCfOwADBqSS9Mt4FKqTGitA0b59+EoK6do1mW3bTi4ClTybLTjIGnqDJJGU5ODw4WLKy334/Srl5X5crgAWizEUEhJ57bVVtG4dT/v2iTXmVxXNmsUyZcp1PPn2aDQEoimrsdCb7RYeuDORjavTOVogYLcKjHx0OP3Gj+C3F16oZthOTlxj9sCB3Lvm3CpmK9G+fSKCsBtDRDRdhw8gY+ZyPAFQBAlJCRLAgAmZQBW1ctCoH2ckM08NS/BUZgE0VUNBpFfvptXkWro9+igNvrydPbTHzMmKQR8W4iPFaiG8uhAMKsyYsY3oaAstOjQmZ8sWNCCXZHKpTwrZAPR+4QUaNIisxrtaFQUFLj77bCfLlx+nqMhNcnIEqqphMYsE/H7U0OaxOnRh1F279JzrmT7vqqhUpahqc1JSIrn55tYsWnQIt1uXxPL7ZbKyyjEYJNLTS5k+fSs339yKWbN2MWvWztM2irtcQbzeMsaMmceTT/akS5dzU4a4VLhs3C4R1v7lITq6NoAoIEgSWjBI4Z49fNiuHQ8dOoTplJ17IBA4adgEQReKVBRyN23il6ee4ro336x2/p7Zs1FVFVOVBVQURQRR5PB5KBPnbdtGRW4ujipM+uaICGwJCbQsPEisVkqG1hCXFEmXwT2YMPVu0tJiL9pOTS4vpkI2o0gCthCfpACYBIUTeT7y813n3UQqCEKNsFDaFWloazZXy82oqr5KpnVodlbjDhvWih49GjJr1k6Kiz0MGdKcq69uxKumO8Ll7pWQJAlFUSg5cIDbb+9OTk4F2Z37kbttG6BRnxzM+HBjp2WXNhw5UozT6cdkkpBlFVHUKCz0IEm66KkgiBQVeRgw4HNeeeVa7r+/62nnajCIxFJDfCOMmGbNuPbZZ0mePZtVr7xCRUY2219cjZR3iN2ff17nddlbtpzVs6oNSUkO7rqrI7Nm7UJVod3V7di5MR2X248iiqCCQQKjECSgSCia7t0KZisRdpWAO4CAgKxKaICKQGyExL33Vd8IpVx5JR0aQXZmCSXEYiSIgoSEyvP/nnBW32E9HBigUaMoWlx/Pfl79qD4fJjwkxMyblHNmtFx9Oga12qaxpIlR/j00+38/HM6fr9KMKggigL79xfh8ciggVYtwF1zTqqqU3VNmbKaZcuOYrUa6dmzIcOGtazTOzQYRLp2TWb79lySkyMoKvJw5EgJBw8WhUgmdD5YWVaJjrYSF2chM7OMkhIPs2btxO0OntawVcWiRYdZuvQYX3wxnOuuSzuray4lLhu3S4CM9evJWb9ef6FpaFU6KysyMnjdbueJrCwcSUnh498MHx722CqvESQJTVHY/sknNYxbZdixhlI1YD6PnJscKss+dSxbvXo06t2bQddcg+L303HsWBwXiWm9KroO7Ar8RlWGH0UTAIWklFjKynwXlSHhtsmP8dXMWyjw2ogUda/EqdpItlQw8o2/nuHqk0hIsPPkk9UFRs3R0XhDCgqVUGQZQRRJ7NwZW5SVF1/sy4Hb2pF5OIvtLzyBueQErhbXEZPZDE2QKC/3YzSK+oZFEAgGtVAeR8VgEJAkgchIM4qiMmXKOoYMaU7DhlGcFkYj1MG832PiRI6tWMHCceP0PKHRiKeoiJUvvYThNN8nwwWqX197bVM6dEjk4MFiRFGgdet4Mo+XsGxFBjPf/IkTOX5EVMyi7n306dmA2x4chMNhZMI9c6kocSKhoCJhc5j5fM5ttebP/pJxhKQbbmL1ku0UKtHExlp56D8v0fmm685qniaTFKpO1DdDvZ95hiM//8yh7UewmW30m/Q6vZ95Jny+0+nnxAkngYDC00//zPr1J/B6T8rfGI0iFouEyxWswnwiIKKFApy1VzQKAhw+XIrfr9ChQxLz5x/gwIFC/v73vjU2cJUYNaotR46U8Pnnu8jOdhIMqqH3JNCiRRwVFUFKSryUlHg4dkzj9NyZtSMiwkxkpK4M8vjjP7NnT7P/eojysnG7BPjudOrJ6CrC07t354njxwGY2asX2evWnXLSSaMo1xIS6nTPPfz65JMofj9iKOehhLQtutx//znPOblrV8wOBz6nE0ukHlJRVRXZ46HVTTfR8Y47znnMc0G95s0Y0S+Gj3/x41IFBFFv8m0aGyCpRdOLTv1jcdj4eNM7vDTsaXYfNwIa3ZsGee67t7FeIKPFNS++yJKHH0YJBHTqiNCmpemgQeGqSV3zLYF27RIYOnwloDdr/zz4C4qLvYCgM+Urao2wkk6XpuL3yyiKRnm5n1WrMhgzpu78LMC9K1fycc+eNY5f89prWGNj+eWpp1BO0fJTAgEUb905nl5/PfuNQF2Ii7PRs+dJrtD2HZNp3zGZBx7oxtKvlrFiwWaiok2MnHg9zbu2Dp83e94dvPvuBtLTS0hNjeXhh7vRp0+TOu9z18LvOd8u06QkB02bRpOd7QxXqDa6dgBSi24891wfWrTQCzo0TeOnn44wc+Y2du3KIyvLSSCgYrPpmnmVIcdgUEWShBoVkuoZaLEqmWmysvQiFLvdSE6OkxtvbEGPHrXrXsbH24iONpOXV4HRKKAoemBBljWOHdOVDjyeC6vkdrsDSJKAw2EkJ6eCjIzyM4b2LzUE7XT1p38QdO3aVdtyAeGP3xM+l4spsbGoZ6FN9XdN4/iqVXx2zTWnPS+5Vy/G15LX2P/DD3x/xx0EQ8ZPEARa3Hgjt86bd9rxdn/9Nb8+/TSeoiIcSUkMefddWt5wAwcXLeLXp57S5x4Kizbo1o2bPvusGlP9pYLL5efBUR+yb+sxLIKfuMbJWBu14KZbOnDrrW3rvO7YsmXs/fZbgh4PaYMH03rEiN9lvqfDhrffZsUrrxAoL0cymWh7223cVFn8Uws0TSMQUFi9OoPHHlvCoUMlYUJrRdZAU09Z+IQwdZogQPfuDfjtt7tr7bGqioDLxfzx4zmxejVRjRsz5scfwxWPr0dHIwcCNZ5d0O0mpVcvMleurHY8vkMHHty5E1lWcbkC2O3GaoUc/9eQn1/Bk0/+wu7dBRiNIk2axDBhQhcGDjwZxt67t4DnnvuNzZtz8HiCuN2BGn1slWX/lZ8fgMkIclCvRFZrhCdr9+CMRhFN03toH3igK2++OahOb6l9+w/JznaGVcElSUTTNGRZw2QS61QVOFcYjQJRURY2bBhHs2YXvzr8VAiCsFXTtFpj8pc9t0sBTUMwm6vx39WFNa+/DhAOQdaAJDFg8uRar209bBjSN9/wyxNP4C4owJ6YSL3Wrat5X6di5eTJrKiiGVZ+7Bhz/vQnhn7wAVdOnEhCmzbsmzsXb3ExjXr3Jm3QoFr5Di8FHA4z786eyJIl6WzadAK73cTAgan06lW3Evvq119n+8yZiJKEIElkrl7NwQULuHnWrPOe987PP2fV5Mm4CwqIbtyYfq++Sosbzq1Zvftjj9H9scfOeJ6qqnz88XZmzNhGcbGXpCQHjz3WnfXrT7BgwUGCgSDlTj23VB0aqlopWQQ7d+Yxduz3zJlzy2nDQSaHg77PPce6KVMo2LWLb0eNouM999D+9tsxR0YSzMuDKsZNDeWA/zRzJrbYWH4YN46Ay8UNH35ITLNmrFqVwdy5+3C7A5jNBm68sQWDBqX9z/EQngmqqvLCCytYv/4EqqqFVLT9Ndg7VqzIIDu7Ap9Pxmo14PEEEQSt1h62quE/yWAgMsKI7Hbj9IMZBclsDIufgh5GDASq80vqFY663pzTGeCJJ3rUoMoKBGSczgCCIIYowuQwqbtu4C4e238wqBEXZ6VRozOEyH8HXPbcLgHeadYMZ2amXo8m1+HuG438PRBgzs03c3D+fIQQE/6pBk6QJJ2XsEkTRi9eTFyanqh1l5TwSe/eFO/bV2NowWhk8Ftv0e2hh2r87hWzGTUQCN+v8p4Guz3cOPxHRTCosH3lLg7M/454i5+mvXuy9C9/wRofH/Y2VFWlIjubwVOn0vJPfzrne6yZMoXlISaRyg2HIIoM+/RT2t9220V9PwAzZmzlH/9YQ0yMBbvdSEVFAKfTz1tvXUdEhIWJY2dzJMuPxSRgMUK5l1BeUgP0xSo62hKSRTGwcOFoOnZMqvN+hQcOMHfkSORgEGt0NEGvF7/TyVUPP4yiKCyfNAkhxMyvKAqKz0e9Nm2YWEURohLbtuUwdeoG6tePwGYz4vfLnDjh5O67OzFgQOpFf1b/TSxceJBHH11CgwYR4by0xxPA5Qqybt194QbmKVPWMnPmNkpLfVgsBoqLPXg8cjisrBsl/Wedj1LEZBIRBBFRFAgGFTRNY8SINpSW+tixI5fcXFeIR/KkcZMkQsVFathwGo0C9eo5GDGiJc2bx1NQUMGPPx4mPb0krNLtcBgJBJSwYaxEbfvq80X//k1ZuvT3oRm87Ln9zhj+2Wd8OXSoznhexzmj5s4F4NpXX+Xg/Pn6IhryPsIGTpIw2GygaZQeO8ZnffvyxIkTqKrKjC5dKA/l7E6FFgzy0yOPYK1Xj/a33ho+HnC5dBb7Wnb2svvis1BcTKxalcFf//w5eQePYRN8ROCi+/tfUM9UQUTyydJjURQRDQaOrVhxWuOWv2cPe2fPxlNcTONrrqH18OFgMLBm8mQQhGrabEG3m6V//etFN26qqjJjxlZiYizhIoioKAuKovHBB1v45Zc7GT00nrc/y9K/F4DNBBWhFKzNJhEba0OSRHw+GVEUOHiw+LTGbcuHHyIHAkSEqmINFgtGq5XtH3/MuA0bKE1PZ9fnnxP06B5JvbZtuXPp0lrH+vHHQ8TF2cJl92azgYR4C3P+s5ouaSIxTZpcnAf1B8DPP6djMEjVCq5sNhOlpT7WrMnghhtaAnDllQ344otdKIqKKAo4HCZkWSUQUMN8jUajxIABqVx7bRO2b89DVaGoyE1urovoaAvDh7di48ZsGjeOIi0tlqyscgIBhZYt45g2bQuyrBIM6uLAVX2TYFAjJ6eC996r2xFwuYKENIjRND0f53T6Uc7TukmSUMWL1A1ugwYXj9jhQnDZuF0CNLr6ah45dow1r71G3s6dZG3YgBIyHoLRyPBZs2gdWngT27Sh0/jx7Jgxo4bXVrXq0WC14s7P59DChRSnp9dp2MLQNBbef3814xYON9XmrZ9lZVMgoFBe7iMiwhwWZLzUWLo0nQn3zqMiKw8DJryClYBkYb3Wg/6uH/EUFYXFKF1FRZQcPszGqVPZ+M47JHbqxL0rV2Kq8iz3zp3LskmT0DQN0WAg/ddf2TN7NoPefpug2410SlOyaDbjzjs7kttzgd+vUFLiq7EYRESYyM6uAODG23vyyddfoYoCmqCzk/gCKkG10mMT8PtljEZ90TxTOKhgz55qzwJ0A+ctKaEsI4Mb//1vBr75JjmbNpG/bx+rX36ZfyUmIogijsREBr3zDm1HjEAOBDi4cS9m1Y1aLw5LdDS7vvgSb1kp5UQxdc692GOjuXX+fJr06XNxH9x/AWazRF1RrqpVij16pDBoUBozZmyjvNyH0Shitxux2QRiYizcfXcnJkzoHG7Iz8tzsWzZMY4dKyU1NYZ+/ZqSkGCnZ89cli07jtsdYODAK7jmmiZYLBLr159g9+78EJmyStWeuDNReFVC02DAgKZMmNCVIUOa0779h2Rmlp8Vx2XlMlF5H1XVQlW9AsGgisEgcuedpy9s+r1w2bhdItjj4qqJfZ4Ow6ZPp/vDD7N00iRkr5f8HTvwV1RUO0cURWSgYP9+tk6fflbjBpxO8vfsIbFdOwBMJhOOBg1wZWfrrQahohGAmOanb8bWNI1ffz7M7M824XX7sEVFcNPITtxwQ4tLml9xuwNMfWMVvsI8bHj1OWsyTsWKyRCkUEjAnpmJLT4en9NJ8d69Jy9WVfK3bWNqkyY8U6SzKwQ8Hla98grmyMjwIq+qKgV79nBkyRLdQ1LVan1qmixjOIPg5fHVq9n+n/9gsNkY8OqrZ0VLZTZLJCTYqajwV9P6czr9NGmiG6kr+rRl/H0d+fKLnbh8gs6LGS9R4DHicsmYzSpmsyFcfXkmpYeoxo2pWL++msaZHAjoxivkzVkcDla++iqZy5effAahcO/cW27hyLhxlB45QmC3lYxANBGiB1+5rqzuw0I0ZYio+EpK+KxvX/68Zw+Jbdqc8Xn8kTF8eGu+//4ggYAcFuQtLfUSGWmmd+/G4fPMZgOTJ/ejY8dE3nprA3l5FSQk2LnuujSeffZq6tWrTpmWlORg9Oj2Ne7XuXMynTvX/Cz/8Y8BjB+/gKws53krY+tyOD0YPFj/m+/XrymzZ+9BFJXT0oBBTeOpaRAIhCjNBLj11tb07//HCEn/8aic/z9FYvv2jPnxR+5eupSUnj2r9cZBqE9KEEgbNAh3fv5Zj5tzSq7ynnXrMEVG6q0GIcNmiYnh3sq+vDqw6pe9vPHULIp3bsV/dB/OHeuZ/s+F/PrrkdNed6E4erSU8ryCcJGEIOh2R0DDLRsRTDZEoxHniRPk79pF5UmVIV4AX3Exu7/+GoC87duRPZ5q3osoihhsNo4vX06D7t1RfL5wmEaRZVRZpuXw4QAUpqczvVs3Xo+K4t0WLTi2fDkfde3KZ336sOuzz9g2bRpvxMUxs2dP1DM0DImiyMMPd6OszE9pqZdgUKG42IPXK/Poo91Db0Xg2TdG8el343noke488XRv5v8ykbVrx9G7d8Nwf9H11zdnxowbz8jO3uX++9FUFW9pqd7q4fPhzsujxQ03hIVBDy5eXM2wnYodM2dSevQoPdIUjHYHJV4DAYy4sBPATDv2nix/0TTmnEfu84+GXr0aMXFiF4qKvGRnO8nOrkAUBd59d0iNCIbRKDFmTAe2br2f9PRH2bz5ft56a1ANw1YVbneAw4eLyc2tqNNDBLj66kYsWjSGsWM7hplVRLGSI/LsNpmSJIZFagGeeeZqUlIiqylnnCtEEWJjLeTlefjoo634/f99kvjLBSV/QBQdPMj0rl2RfT5Eo1EXdVQUUnr14t6VK5mSmIinoOCsxhq7ahWNe/eucXznl19yfOVKmg8aRJsRI844zu19XmHtLh9lfiOqquIwyqQ6SmnRqwufzL2vRoVexvr1bJs+ncT27bny4YcxGk9fol4XDhwoYuItH3A8N4BWkqdrV4kCHs2MTXNzm3Uxd3w+jYjkZD7v3x/Z661WLAN6wUybW29l5Jw55O/axdcjRuCoX79a/sSVn0/DHj0Y9O67fN63L7lbtwI6B2Sja69l9MKFHPvtN74aMuTsYj9A+3vu4ebTlP9XYt68fXz44RZycyto0iSaxx7rznXXnR1Lil6NxxlbAKri4MKFrHvjDSpycjCYzbQeMYLezz8fLsp5v3Vrig8cOO0YlthYEtu3p9RvYsWGIkqIJZJymnOEGMqqnyyK/P1iViz8F5GZWc7q1Zk4HEb690/F4Tj7lhNVUSjYs4dD63aQ7zIQmdaKJm0ac/x4GXPn7kNR9Eb9tm3r8ec/dz0jmXNRkZv27adRXOzRIzuyclaFIQ0bRnDkyCNhDxQgO9vJ229vYNGiQxw9WoLff+52wW430L59Is2bx/GnP7Xgllvqbt+5WDhdQcll4/YHRfbmzSx++GEK9+7FYLHQ6pZbGPreexgMBuYMH87B778/4xii6f+xd97hVZRpG/9NOT3tpBBIobdIlV5ELCCirFjW3rB3V9cVu36rothQF3XXXbusbW2gFMFKk96raRDSy0lyepny/TEnCTEVDFbu6+IiJ2fmzDuTOfO8z/Pez32buS8QaKI6cqjwVVXRvdsc3H4RSQ+jASoSIhp9LcW89/65DJj+JwD8Hg9PJSU1UsLQEBj+wvsEU44hPt7CiBFpJCXZWzhaYyiKxpXT57JjazGVtRqK14OKQAQTE4WVXHx+P/787rsAPNejR4trkSNuvpnT585F0zTmTZmCu7AQR6dOCIKAEg7jLyvj9H/9i6ING/jm3sZeYMf//e+c+OCDzHY6CdXUNF6fbOP7c97HH9Nv+vR2/w1qS0r4/Prr2bpyF/vlvvSeMoWr/34pPXo42963NkhlpZ/kZHuLckx10DSNYE0N5piYJn1tj8fFEf5RWdxNLHvoRzmpWPGTZS1k7Kg0BAH2L1/e+nUQBB46HNmL3xE0ReH7F/7JvPf28P2BWAprZEKKiMVuxWQ1c9pphsKMrusUFroZMqQzt946us3PXb++mMsv/5iCAjeKotY7RrQEu13mscdOrq8MNIelS3O45prPKCx0RyslQrs95xwOmWuvHY7fr/DSS6cf8ZaQo2zJ3yDSR47kmjVrmn0vdehQ9i5YQFs6OePuvPOwA1tpqZdXXtnEV1/l4ar04vJJgEYEYzYpoKMiURhKZMnM+8gcfixxGRnM6dKlUWBTEVnPCObf/A4jrpqBpsGHH+7m9ttHc8wxbXvBybLIvY/+ibtn/AurScId40Txehgbu4urbruA42bOrN/2uPvvZ+HVzTsvbHjhBdA0cpYswV9VBbpO2OtFsliQJIlh111HfGYm805pKse0/KGH6Dt9uhHYDhFLbr+d0i1bOPHvf29z28rcXF4eNIiVgYGsYyo6sPTtHF7/9GkeefYcrrpqWLP7KYrG++/v4Kuv8utJBRMmdGX8+Ezi463NqruIolhfhvwxrImJjYKbFwfLOR4VgRAWDpDBrvAQcrK9nNFtP7Ld3irb1nIYDhW/N5Rt386CT3eyrTqVMr+AooPFpOPzhpAihqrJRRcNJCbGQnp6HJs3l1BTE2zTI23kyDR27LiJjRuLcLmC9Orl5PHHV/Daa01bN1JSbEye3IsLL2y6xncwevRwcswxKVFGptE2UFMTbFdW6PMpfPFFLqNGZaBp+i/a73h0ze03iEBlJYMuuQShlVJfnz/9qV0P1OZQVeXnppsW8dZbW6mpCVJY7EODqHKCjoB+EEdLZ3dtItmLFlG9f389KxTAj43NDCGb3jjwIJRm07VrPLGxZv7zn03tXhDvf2xPXv/8L9xxRVduPCHAs7ck8+j8xxl/552Ntls3d26rn7PhpZeoycsj7HYTdrvxFBVhTUxk0KWXMvyaa3inlbWhD848s8X3WkNsWho73n0Xd2Fhm9suuPJKSgJ21jIGG37i8BCPB9FTxuzHl1NQUNvsfsuW5bJo4V4iOVsoW/geO+cv5MGZn3HTTYu4664vmTPne7zecLvHPOBHLQ/5dEdBwo+DSlIwEyHBqrGzwsGHu5LQ41tXqT/1+efbfezfK4o3bGR7RRwRRcAfMhRJZNkQgtZUjWBQYdeuCsDIlARBIBBon2CxKAqMHGmwNHv3TuLVV89k4cILGTo0ldhYMzExJnr2TOD00/swc+Z4OnVq3QewV69Exo3LxGaTSUqyIwjCIU2S8/Nr6No17hd35z6auf0G4ezZE1d2NuPuuIO8r7+mcudOIoEACAKJ/foxadYssg7zYQzw5Zd57NhRRqdOjmgfS4MEkBC1SjHcjwUSqWZ/KImQ10vRQZlmDj1ZzgQqSEZFppxUzD9Ukj4C4uIsFBTUUlzsaVvst+6cM9M558EbW3xfCYepaKbRuAkkqcEpXdOoPXCA2n37WDNnTqtEnUBVFTGZmXgPHGjYv42SpK1TJ6Pkp+sUb9xYbyXUEko3bSKXLEBApmGaLKMSqK5l2bLcZrO3xYt+oPKbBShVZfiEGAqUJCStiH0bvYwbN5Xt28t4662t3HjjyNavTRQnPfwwm195hWBU/NlFIjIKNSRgJUhcegbOHt2pOFCBNSGZlD9NRVj6IiXr1jX5rLF33cXQSy9t13F/zxDtDkIRnToxEF0HbwjCquFPJ8lavU+b2x0iIcHaZhBqDaed1peTTupJYWEtNTUhnE4rmZnxmM1ty6OJosDMmeMxmURefnkjXm8YQWhfWbJOMm7s2Nbv9Z8DR4PbbxD9zjiDFY8+atizTJ5M5pgxBFwuRt96K+kjGx5ga9YU8umnuwmFVKZM6UUfSxH+slI6DRxY3x7QHDZvLkWSRGTZ0J+TpDq1chENERMKKiISKk7RjVXU6TZhQn1jsAcHX3MiEUxYCRHGyPq2V8YzzBMiJsaMrusdqkPoKSpq34ZRMUZBEND7yCifAAAgAElEQVSBYEUFcRkZ1OzfT2xaGlVud7O7JXTrxiWLF/N8r15GI3xdYBMExLg4tNrGWZVks9EpKwtN09B1vb4PrzWIrehhai0p3QB5azYTKC1GRKcKO6KgYJLBV+vFXVREZmY6GzYU43aHiItr23FaNpu5OTubD846i4Lly4nX3ZSRiiAIOLv3IKFrV1RVw57kpNeIND5/YjYjIuvQECgmjXy6oyEx87MXOeGUrDaP90dAj+PG0TX+e/zVVjRNotobvYUEQzw5EIhQUeHlwIFaBEHgtttG/yT2IoDVKtO7d8sO3a3BYpG5++4JLF6cQ2WlD6+3fcFNkiAlxdGqZN7PhaPB7TeIxF69mHDffez++GNcubnEpqUx9Ior6DJ0aP02Tz+9mhdfXEcwqBIJR3j5HyuIF710tbnIML/NtCmZXPr6PxqRCUKBEDvXZ2MmXC8DFAgo0SZhiVDEcAmOIGMmTFcKCGsiw7pH6DJ8OKIoEtu1K9sLYglgx0IALzEEsSKiQ1hnz55KMjLi6NnTSWrq4c9Mf4z29JU1hzpmpQBMeeYZ3jn99Ga3m/HNN9iTk3kgFGLpXXex75tvSO7bl9NffRWLxcKWN99k3UsvUbFjB7Hp6cSlpaFpGv6yMhK6dydj7Ng2x5I1fTqFry9gLWNQkOqzNwUZySQ3EuitQzgQQNu6lAq6YCNICBOCrhBUJGJFL9U5ucRHM8ZgUGlXcANwOJ1c8e23ABQW1nLvvYYYcGyynUhExeMJk5WVwr4160mOGMzdbQwij55YCSKg8/itr7Pr5j/zl7/89Af1bxnV1QH2ucx0Gzuale/sIhwRUHURERCjk0hRNFoIevVyEhdn5csv8ykt9QEa8+btoLLSz/HHd+Xmm0dhtx95UfBQSOH11zexdm1hm71vB0NRwOk0KjMDBrS9pn4kcZQt+TtEfn4NJ530JoFAGBDwumoJRnR0RPonVOM0hxACbu6/ezRT7r0dgOXzV/H0g5/j9ip4wgJ5LgfOlDgUzVCrr64OEg4fnD3oxODmRJYzwryLB0OGJlQkEuGSzOksKeuLHzs6AiCCZEJVdTIzY7nkkiHcfvuYVvt+DgdPp6fjKy5ufaO6smSUjJM6ZAj9zjiD2oICTnr0UUp37uTdadMaNEFlmT9/+CEDpk9v1xiyFy/mm4ceIlhdjQAkZ2Uxde5cErp1a3PfgMfDP3r25NvKHqxjdPTagdlm44aLMnnolaZaoR8/9ByPPPwdhaShIqEgoSESj5tuFNB9xBA6TzgZURR48snJh73An5dXzd13f8nGjcXEx1vo1y8Zh8PEnv++wYTgYiKY+JJJxFOLULciK8l0u/hG7rrrOI45JqXVz/89Ii/PxUMPfcM33+yv72O0WiUCPgVNB1ESMJlEZFnC4TCh65CQYCUSUREEgdraEG53ELNZQtN0FEXF6bRz773jGTy4M6NGZTRyHO8oBAIRbr11Ee+/vwuPp/1rtXUQBIiPN/P115dz7LFH1pX7KFvyD4aVK/fj8RguzpII4Whg0xDYU+Mk3hwmSTbx+bxVTLn3dopzDvDozE8J6GZKfQ6CEaN5ueBADbouIoigqWBwH+sIJQIRLOwnkyHhbfXHNplM3L/sdZYc9xpiUMFqlREEAVXVCIUM9+H77puAw9Hxs89Llizh5aFDW2SRCmYzeiRSX1K0JieTcdxxVOfn033iRCPjysjgoXbYFbWEPlOn0mvyZCp27cIcG4uzR4927afrOrbYWMbPnElw5kz6kEMehtJDP4r468Mbm+yjKBqvf1iAVYrQV/0BN3H4cODCiR0vEWT2bNiD2HMI9zx4+IENoGdPJ+++ew7LluWydGkePl+Y4cPTSF+wBTEYoookwyX7IKqRKIpIkkheXvUfKrhVVvp57bXNzJ27FpcrQCCg1FexDRd1o+FaFPX6jLay0oeigNttmPImJdmimpJavQIIQFmZj9tuW0psrJkePZy8996f6d+/Y82DP/tsL0uX5h1ytm0y1XkQqtTWhrn66s/YuPG6Dh3boeBocPsdwmqVCIdVHA4TkVAEJRqSwGBnBRWJgoiTrdEF7G8+WkltUKAiaCIYhkAY/GEhWhTTMH4QAQkdDR0BGQUBKCeVYro0On7nzjFR92gNVQ0jy4abdGKiFUkSKSvz0rPnoZURFUVh+cMPs+fjjxHNZoZecQVjbrml8XEHDeLazZt55/TT8R7EThRsNs5+8036nXkm2994g7Jdu3D27EmgogLJZKLbeeeROX58hzkHi7JM6uD26estXPgDjz22gn37akhJcdBj638ZCiRRTRLRgBaAT6+4gku/+KLRvvn51SjmeOxiGFVVcFKNlRAmQnSinDi8OPBxbP6rDBjQuoFueyBJIqee2qdetglgA/ew8LrrMNN0hp8xehSappOY+NPcuo8Uysu9CILQoRWEcFjl6adXs21bKW53mFBIaVaySlH06PaNJ1KBgEphoZuyMl+joPbj/XVdJzfXxTnnvM/mzdc1asj+qVi0KBuTScLvP7SsrU61TpIkNE1l586KDhvT4eBocPsdYtKkXpjNUoMpYZTCD0acCmqGwvzGimT++dh8/KU11AQkNB2CEdBUDbWJSaLhClwXJCOYiCBRjZPvrZO5996vCAYViovd7NpVGS2tGDe8ouikpjpIT4/B4wkf8sNEURReHjKEqr17jbPQdb647Tb2zp/P5T9SrO8yeDB3HDhA2OejbNs2YlJTcfZs0Lobds01h3w9fwpUVeWll9azZEkuqakOZswYyoQJ3YhENG67bQmvvLIREIiNNZGXXc5uTiWImTGsb/Q5ec0o82uaTnJWf0r2rMEXkSkmHRUp+rexcAzLSKOU8N52km0OAyOuvZYVs2ej5e8jFjceYonBg2xzEDt4DJIktupSUAevN8yqVQXs2lVB584xHH98N9LTm/ck/CkoK/Nw8cUfs3z5fiIRHVE0stL58y9oV99lc9B1vb5Nw+UKUFzsoajIg9cbaqsVtVkoio7SCoEIwOOJkJRkpbDQzZdf5nPaaa1rwx4KZNmwUqoLwO2FquqIYkNv2y+95HU0uP0O4XTauOOOsTz55Gr8fpWGIBU1KIy+DmDlrgdXM3JEFyo8IqKEEeDCTe3tG9AQKImWOpWIxtznV2O1WwCd6uogmtZAKFRVncpKL2azyLnnDmhTVujHWP3UU1Tu3t2Eer/vq6/YPX8+Wc2sh5kdDjLbQeI4kigpqeXYY/9db2gpCIbU1o03jmTJkly2bi2LnpJOdXUIh1lHQmUV4xnF+sZNqM08Jbt3TyDOGUNk3Ens+jobEQ0LIUAgnho2MJLJLCM2/sgaR96el8e2995D/tuDrPP0hIFTSe7bl9TUGK64YmibJWi3O8SsWSsoK/NiM+t890kOH/xL4qE5f2bo8I5j3f3tb0uYM2dto9tI0yAnp5oTTniD/PzbDrlcvmNHGX/72zJyc12AsWZmNku43aH2Gm0cNtzuMDabTE6Oq0M/d/r0/nzzzT5Mpgb/uPbGKVXV0HWDAZqV1bHl0kPF0eD2O8Wdd46nc+cY3nprK+vXFxEMKKjawUHL+D+kyRQW1BLBjN+nIYig6iJNg9uP99WpM8zcr6Yi+d0I9mQCQTVaNmm8dzhsZG+PPHLiIZ2HpmmsfvrpFr9di2+5pdngdjBUVeWHBQsoWLECR2oqw6+55rDZlYeCU099h/Jyf3R9RUDTdLzeCM8++z2SJKHrURFoQUBVdQKKiBWVEFZ82ImlweVZtjeVK7NYZG64YQQPPuglyAHMhFEwkUgV8XioIZ4yOnHh448d8XMdfMEFDI42f9fWBlFVHafT2q5S71df5VFe7kUq2U328hXomkpQN3P78d/x/OuXkJDWhZwvvkCQJPpNm0baiAb+gMsVoLbWWKdqjVzx3Xf5PPvs2mZvI0GAqqog7723o0UVmObg9Ya54or5+HwRunQxVGCKijyUlHjo3z+JigoTPt/hr9+2hUhEIz5eonfvjr2XTz+9D99+u5+33tpCZWWgfo3QZBIIBltPRbWokW5MjIkXX2yeefxz4Whw+51ClkWuuOJYzjnnGGbN+o45c74Hzci7tGhwMgkaii5RXRth4NBu7N5ZhsercrBHVAPqHlLaQa+N8iSYkFAIuP3oJnN9kiEIhr2GYWWvU17uP2RSQ+Hq1Sh+f4vv+8rKUFUVSWq+Zy4cCPD25FPI3pRNttadKs1J4qyl3PbPOzj+4tPaPY6i9evZ+eln6LpO1umnkjF2bKuqDTk5VezZY9js1C3MS5KArquEQjo2mxHY6vrBRdHIcDUsSKhYCTX6vMlPPdXscQYOTOXGG0dSsa+Q2s2rsOM/aF+BxIFDKS4Ps+bm2fQY0hctYyAJTjujRqX9ZM3RltCWruWPsXlzKeaIm5zvvkOUZGSLGRNQGTDzweXXktQ5AUk2HlXb581j5M030+OCq7jttiWsX2+wN7Oykrn44iFMndq72YD62GMrW8w+6rLnPXsObY3os8/2Ul0dJCOjoXyakRFHcbGXsjI/PXsmsH37kV13ysyMY9Kk9pGW2gtRFHn66cmcd94xzJy5jM2bS9A0Q9Q5KclGVVWgxX07dbIzblwGDzwwsVnLnp8TR4Pb7xxxcRYeffRkPv7fDvLyaxAwaCGSYPSs6QgkJZmxWExkdkskL88VLWU2N0PTo2GxcfYHoCLjD+s4Y034fI3XCzTNILn4/RECAeWQmrersrOxOZ14S0qafV80mUBVDYr/QSgv9/Hll3m8/ve3yP+hO26GEC/5SLO6KQrZ+dv17/DakGEMHNj2etBndz3Iay+tJC+YiiyodHtpLZddPYYzn364xX3y8qqjskUN10jTtHp9vkhENXoHQ4Z2X70JpNXB8MRiTKU6aEbGNuW55xjRylrhsGFd6DO0N0kn9Cd3wSd4SkoxxSdg6zqEb/dm8+adOwhoMiF9MzbTJjplJpOZmcC//jWtw5l2LeHVVzcxa9YKKip8pKQ4uO++47jqquEAJCRY2LRlB2g6UtQ+RtMF0DUIevGXh0kZMgSz2YwSDrPsuTf41+wwFVUhRBEOHIDsbBcuV4DUVAfDhzd9qLpcLT+Q6zBu3KGVQCsr/U3WlQRBID7ejMNhJjbWQmZmLEVFnmarGT8VZrPIc8+d2qFkkjoIgsDo0Rl8990VlJd7yclxYbHIvPjiOr7+Oo/9+z1N9unZM54ffrj1V9PTeDS4/QFgMklcdOkwXp7zFW5vBF2QiOgSRvamkJSRTiikYLebMJkkrBaNSEgHDGKJEGVZGoXIpoGtrmQpCCIxMSZcrsBBCld6dIFaonPnGByOQ+vLcfbogcluB1lu6D2rG4Esk9KvH9KPlD22bi3lqdnLWfnlbjyVQcKkGHmmqiMFFLraa/CGIrzy7DKefeWSVktn2V99x91P7aVYH4RMBBkVj9vCcy9t5djzN9FtZPNlrN69k4iJMeNyBeqDl6oaTzdBMB4edQ/Ggx9806b14e2378Zqfand1ygx0cbFFw/i7be3kXD8n0jAuO6bFn5HsTcOqxncQTMiEIgIRGprKTPL3HjjQr744hJkWWT79jJeemkDW7aUEBdn5fzzB3D55UM7RB/w6adXce+9XwOGnmJhoZvrr19EbW2Qv/51PJMn92L+XAUQMWGs+5a7oTs5mFBQ/Arbvs/mQMIoQjG92Flmo1wNYHeY6ycPgYDChg0lLFuW22xw+9Of+rJxYwmi2HynSEZGHNOn9zuk8xo0yNDU1DStPgvWNA273czEid0Ih1X690+moMBNdnYlgYBCTU0QWRYJhZR2CRE3B1EEu93Escd25rjj2u6f/Kno1CmGTp2Msuvtt48lLs7CokXZ5ORUo+vGvPKkk3rwySfn/2oCGxwNbn8YzJgxhL17ytmyag+VFT68CljNEj36dKbSFcZmMzFmTDplZT6KiyNYTYAOEVVH1QVkwQh0mi40k9NpgIguCPh8EeLjLbjdYWRZwGIxbjFJErn33uMO+ebvevzxJPfvjxIK4SkubvRksiYkcOo//tFo+3BY5d8vb2Tb6t2UVIXRiEdFQELBQgiXFk9yqBarHqKoJEAkorWqt3fnjP+Qq/dARiWCGQmViG6CgM6SVz7juhaCW48eCZx5Zn/efXd7oz4nQYDTTuvD998fwOUKNtrHbpc57bQ+Tcwv24OTT+5Jv37JbNlSgqrqdI7X+dO85STYFSqDNtBBlnQUTaCqJky3LDu5udW888428vNrmTtnOT5fGFnQiU+08Wh2Fbt2VfDMM1MOeSwHQ1U1nnhidSPPObPZaBR+/PHV3H77OAYO7MTF5/fnlWfyCUZsREJhMslnIIarehFdWMtozDVhlFoXxfpAw3ZJ1RAEo83EYhGprQ1RVNQ0owCYOXM8//nPpmbfHzUqjaVLLznkMu3xx3dl1Kh01q4tIj7eIEnV1oYYNSqdF188jd27K6MtHnaGDu2CLIu8/fZWnnxyFV5vCJcrSDDY/ggnywI2m4mYGDNpabE8//zUn111f9CgVJ55Zgr33DPB6KOVBOx28y8uktwcjiqU/IFQVORm6dJcsrNdZGbGkpBgIyfHxerVB4iNNeN02sjPr2H16gNo4RCyoBPRNHRVx2kKYJfCKPFdKK5UURQt2rCrIQoislnG6bTx17+O4fLLh/L559k899waKip8dOsWzz33HMf06YenM+h3uVj+8MP8sHAhvooKZJuNnpMmcdLDD5PQvTu7d1eycWMxJpNISoqDRx74gtVrS1A1g30YQaKO5Smjkkg1fWMqGTpjRqsPiLLCKrK6ziKoy5gxiAEqRiC04+Wm0608+PlzLY7b4wkxZ873fPTRLgoK3JjNItOn9ycpyc5//7uNsjKfoTtpNxEXZ8HvjxAXZ2HjxuvqXZYPFz9szWf8iBdw2lRKAzYCiowoGFmRACR1jsPnU0jr7KAw+wBBZEwY660CkBwLltSuLF16Sbu85FpCdXWAzp2fwWwWG01sFEUlHNZwuWYSE2NBVVVeO/EUsjfsQgzUYMMI/BoCy5iEjoCbOCpJppJkNGREEcxmCbNZQtd1gkGVF16YyrXXNitYgccT5M47lzF//l4kSeDMM/szZ85kzK1oeraFYFDhlVc2MX++Ye46fXp/rr56WKsTFI8nxKZNRpb5xBOr2qTcG+YfIq+9Np2amgCdOjmYOrXPIbOOf484alZ6FK3C6w2zfn0RRUWGE7SiqNx952Jyd5dgN6mkxYYZ39VNVWwfIkk9+eKLXGprQ40saxwOM5Mn9+Sdd86pz9Y6Glo0a6ubYeu6zjvvbOeLL3KxWmV0Xae42MNXX+YSDqs/osUYq4UiKiYUOneJ599vnMspp/Ru8XgL3l3L5Zd8QEQTkKKdfwBhZCxEePnv/TnvwevbHLfPF2bDhmJefXUTPXo4cbkC/Pe/2wgGDcWWxEQboigQDqsoisq8eWe3Oq72QFU1slLuwucNExKsVIUPJnmI2GwSdpsJU7CKCr8JFZk6OyMAG35S0lL4xz/P4owzDq1cdzDCYZXExCdQVa3RfREOK4iiQE3N3ciyMWFQw2E2/vvfLP7LX+oz9BBmFjMVG37y6ImFEBUkEiAGEJEkAbNZJBLRSEy0sXfvLW16oP1asHjxD5x55vstNmsDWK0immaUnvPy/nJIjut/BByV3zqKVhETY+bEExszrr5fdwP7c8rIXb8NpyVC9yH9qBYSeeqp1Ywcmc7WraVUVRnrSZ062Tn//IHcdddxRyywAU3KRvv21bB4cQ4xMcbaS0KChV27Kgi12KcnoCMiWe0IFht9+rSumK6bbcTaBGp9GgoSUrQgqyKTaKpl0qWntmvcDoeZ8eO7snlzaX2GqWlGsI6Ls9VnjqqqYTJJ9Q/7nwJJEnn4yWncevPnuEJ1mUnDNQkEVDK7WCjJUwETIES7Fo0icxAbHpebtLTYnzQOs1nitNN68/HHe5AkFVmWiESMrO2ss/o1OlfJbGbUzTeTvWQJOQsXAiCjIBPBh6P+DJzUEMICohVd14lEdJxOG++99+ffTGADWLeuhJgYM9XVwRbJJqpqMI7vuee4o4HtEPGHD27hQIBtb72Fp7iYrscdR6/Jk3/pIf0qIAgC3ft0pnufBjZhIvD44yezfn0R5eV+kpNt9O2bREqK4xcpkXz1VT4bNhRjsUhEIhqCYLAko2dAcy0NOhKIxoJ+W2aQWYPS6XNMF/ZsKyQYUggjoyFgFSL8/d7hJPbo3u6xyrLIzTePYsuWErZsKaWy0n+Qc7Zen7X16ZPEoEFNlTIURWPFin2sWFFASoqDE07oTv/+ya2SYS64eiKugImbbl3W7PtVVYGoWqhxZbSD2sZ1QFMjDBvWNpu0LcybdxZnnfU+X321j1AogigKTJ7cg//+98/Nbj/9rbd4JsmYeEho9CWb9YyIhl5DRC4JFwMnjqWwsJbJk3vywAMn0LlzU8fxXzPsdpmMjDiqq4OYzQ3VCEXR0XWw2WQGDuzEbbeN5vzzGyyq6ioUkYhG167xv6jb9a8Zf+jgVrhuHR+ccw6hqBfXmjlz6DJiBJd+8UUTBt5RGHA6bT+5ZNYR8PsjfPbZXny+MMXFQcJhDV3X6hUVmkI4aF+VcDhAbm41DoeZLl1imyWV9OmTyHlXHc8n89ZQlFOE1xvB7jBx7fWjuOT/zjrkMcuyyIgR6YwYkc7llw/lhhs+56OPduPzhTGbZfr2TeaBB45vIk+2b18lJ418juJKFZkIFlGne69E/j7nz0yb1nrJsG6NsC4G1kmiAdT6dOIJEMSMgGYE/nro1Ebs/POfG7jpplGHfK4Hw2w2sXDhJbhcfrZvL2PgwE4kJbUswRaTmNjIDLY3OWgIfM2JeHFgI0B3UyWDB6fSv38ys2dPOqKTK13Xow33DffQ7t0VfPFFDqqqc+qpvQ/L3uXEE7uzZk0hubku/H6l/m8kitCjh5MnnpjMiBFd+Oij3bz00nouuGAgPl+YW29dzMaNpYTDCikpdmbPnsQZZ/TvoLP9/eAXW3MTBOFU4HlAAl7RdX12S9t25Jrb9vff59MrrkALBOoGgiMtDVmW0TSNoMvFqL/8hUmzZnXI8Y7iyGDjxmJuv+lTVq0tQ6tXT6nLPDTq1FMa0HR2K0kCvXo5GTMmgxtvHMno0U3dg1VVY+vWMtatK0SWRcaN60pWVusZ06GgoKCGNWsKsdtNjBiR3ij7KC/3MmvWCl6YuwbtoK+pgIaZCL16JrB83a0kJTVVL6nD0qU5TJnyX2M/AdD1aKYmIMsCGUIRJREnIUzAjwO8gMNhwu2++4g1fLeET2bMYNubbzb6XQ1xrGU0fmykDRvOMSeO4YYbRtCr15FRmwmHFR5++Fveems7bneIzMw4Zs+eRF5eNXPnrkPTGoLeTTeN4LbbDk3uTdd1PvpoF+++u4MVKwpwu4PIssSgQZ04++ws/P4wzz67FkUxDG/NZpnkZAtVVUEEQUCWRcJhwx7n44/P44QTOraZ+7eAXx2hRBAECfgBmAwUAuuBC3Vd39Xc9h0V3PYuWsR7LZhRxkf9tkIeD46UFG7es6fJNi8OGEDlrugQRZETHnmEiffe+5PH9UeCpmlU7d2LIIrE9+yJyXR46wiL5n3LBZcvxqMdvMbSfCmy4b3GGpuiIGAxiziT7Bx3XFeefHIy3bolHNZ4Ohpbt5YyY8an7NhRjqLU6YPWnZuARASzpPPPV8/j8suHtvg51dUBUlOfJhLR+PG1iXcI3Hxpdxb+61O2MJimEwDj9Zo1VzJ6dGYHnVn7oGkab0yYwIHVqwHw4qCQNMKY6D96INe+/zIZGXFHrK9q9+4KLrroQ7ZtMxRGJMnoHZQkEafTSvfuznpGZDisUFHhZ8GCC8nKOnRrH5crQEFBDZWVAaxWiS5dYqmuDnDSSW+iqnp9T+TBLSV16jZ1r7t3j2f37huxWv9YFadfI6FkFJCj63oegCAI7wHTgWaDW0fh40suafE9b3k59uRkBFFEbUaRe1Z8PIrb3fALTePb++4D+F0FuN27K1i6NBeAU07pVf9lNdZ89rNjRzkDB3Zi4sTuhy6ltXYtn157LVXbtzd4qjmdTH3xRQZfeOEhfVbxJ2/i1zJo6YHcWCas7rXRuF4PXUNTNAKBCPn51Sxfvp9LL/11BLf77vsatzuEdnDKdlBw1pBADbN+fXGrwS0hwUqPTAc/5NXW7y8AkqijhhWWrPFQnTYain+s4NFwXSsrW5Y/O1IQBIELv/yWwtUrmXf/C3y2NRGP4MSclEJOIAb7vG3cc88EXK4AH320i+zsKvr3T+Gcc7IOWf7rx8jNdfHgg9+wa1cloCNJQjTIQDisUV7up2/fBmUXs1lG0+Cbb/YdVnBLTLQ1af24+eaFhEJqfbn84MAGTRvR9+2rZcyYV1m9+uojYmD6W8QvFdzSgQMHvS4ERh+8gSAI1wLXAnTt2jHK4OHq6kavvTgooCs+7KQEKkgvLMVmN3HMuec22m7/2rUobjc6UEIX8umOgkwGRUTu/7+fJbj5fGEqK/0kJFh/8pcXjFloUZEbXdfJyDAWpefOXcs//rG2XjnjhRfWceuto7nookGcfvo77NrVoJN3zDEpLF58MU5n+/qx/JWVfHTxxdTk5jb6fbC6mk8vu4zY1FR6nHRSu8dfuCsXWUhD1ZtnFpqIIKITQY4S3A92M4heAwR0XUPQNKqrA9TWhpr9rI5GdX4+u/73PySzmYEXX0xMSuMHYlWVn717K3E6Lezb1/xn6Ag4TCqS1PoEQxAE+nY1U3RAQxAlQylFg7AiEFREsnNqMFnMNC7hNkZHZkfBoMKaNYVs21ZGYqKN44/vRteujV0Lli7NYebML8nPr8ZkkjCZxhLf1Ur3JBuyLBIIRHjjjS2kp8fyz39upLLShyAIhEI7efHF9fzvf39ut19gebmPwsJaevRw1t/LCw78LuMAACAASURBVBdm18uiiaJQT/Cog65DSYmnkSWPIDRIqHUEDCayUfL0+yPtku7atauSf/97PbfdNq7jBvIbxq+WUKLr+r+Bf4NRluyQDzWZIOqyXEEyqxkLUfWKQjLJ02uZbN3NyY8+2mi31VHR2t1ksYf+WAgiorGVwRTpaXhr3BR/v4qY1FTShrVfVbw90HWdTz/dw5tvbiEUUrHbZaZO7cPllw89JI3Gg/HDD5XMnPkle/ZUoCg6cXEW+vVL4osvcklOtpGSEoPJZDAK//GPdSxZks2OHeU4nVbCYZVwWGXr1lKuuWYBH354fruOuWf+/CaBrf4cFYWv7ruPq7//vt3n4EiMRxZUQnpzs1QdExF0JGLwYiJCFXW0/8ZPoIgmoqgKsiwzZEhqu49/uPjqvvtY/+KLaJrB/Vv+yCOc8uyzDL3ssvptzGYJQRCwWs1YLDKBQJgfuzLIhBk6rAsjR6a3ecw+fZJw78unPByLJ2iomAUi4A8KxMSYMFnMrYrhttUy0V4EAhEefPAb1q4txOMJoygq//nPJh54YAKTJvUCYMuWUi666GMURSUuzkIgEKGszIffHyE11RF1czcawh95ZDmSJCKKAqWlXiIRldJSDyec8AZTpvSmtjbImDEZXHbZEJKTGxNYQiGFu+9exqJFOVEJKZELLxzI/fdPYP/+GtLSDMNdY73L2OcgjgtFRW66dIlFFAUCgUjUyLXjiFannNKLDz/chapq9bJtbUHTdBYvzj0a3KL4pYJbEXBwET8j+rsjisGXXsq2115DQ2ALQzATblBQFwLU6PEUOwY2sUPJHDuWLR8t4gf6Ek9NPXnaQohKkvmrsz/pRIV9BYFJTz7J+L/9rX7/bdvKuO++r9myxehrueKKofztb+PatUj/8ce7ueWWxXi9YQIBBVXVWLQom5df3sDUqX0YMSKNqVP7tDvQBYMRrrxyQX0WeOCAm7IyL9u2laFpOh5PiIKCWqxWE1arQbL59lsPMTEmKiv90bUb44s0f/5eXn99E126xDFuXAZxcS1nlK7s7FbHVd1C4GsJk264kMfWbMSMjIJUTxOvs+LRkLASIBFX1ClcojkxaB0dRRWYOLFbuwLFT8G+5ctZN3cuJocD2WKw+8I+H1/cfju9p06tz+BiYy2MHZvB998X0qePk927q4hEGtwazChMHOVk0PiB7TKpnHbeCLau3MngBA/WuBg25EJuWVTzM8oKttkkAoGmUlDdu8d3CGFD13Uee2wF//nPJjyeg008Kzn99ANcffVQnn76VJ54YgXhsEJiokGSMZmMbNPtDrNpU3GUFWuUCiVJJDMzjn373EiSiMUiEwxGOHDAw7x52xAEgU8+2cNDD33LlVcey5VXHktZmY833tjCqlUFuFwBevVKJCHBSiik8Prrm0lNddCzp5Pt28tJT49l377ag87B+N9qlVAUnfz8aiwWGUkSmTlz/E9ScvkxLrtsCLNmGQ7t7aVFaJp+tCR5EH4pQomMQSg5GSOorQcu0nV9Z3Pb/1RCyb4VK/j2738nWF1NbUEBrkofSzmFeIwbV5AkBFEiEIGYGBPz1j5Jp6wsFEVDlg3tuhuFVFYzBhmVEBbMRHDgxYeD7uxjMDsaHfOCzz6j37Rp7N1byQknvInXG8JuN6EoGqGQynnnHcNrr53Z6rh1XadPn7mUlHjw+5t35hVFgS5dHLz11lmcdFLPZrc5GAsW7OX225eQECNSnFOILyQQFiyE1caBVhQFkpKs1NaGCIUagkKDPUvDtiaTSKdODh56aCLXXDO82eOuf/llFl3fsppH5+HDue4Q/saapnH55Cf48BsvEiq6ICDIZnTZhKBDd7kIOVhNtZSKuVMaeYXBeq+pxtC5/LJB/PNf0zusSXbP55/z2TXX4C8tBUCy2Rh82WVE/H72fvop9h9NnvwuFyc89BDj7rij/nfFxR5mzPiUvLxqdF2jpiZEUpKd007rTa9eTvr2TWbcuMx2UeAVRePluStY9O4qgtUuimtlCjw2bHYLMbHGhCQcVigv96GqDW0DaWmxrFlzFRkZP93sdM2aA5x99nuUlDS/fidLcMLErlS6QuzfX0tcnAVd1/F6w000OA+G3W4Emjpyh8cTbkS6MASrITbWxMCByVRUGIzE/HwXICBJAn37JmKzmThwwE0opDB1ah8qK/107hzDvHnbGimIxMaa6dXLiccT5oYbRpCYaGPy5F6NbG86CtnZlVx//ed8993+dossP/bYidxzz/EdPpZfK351bEkAQRBOA57DmFK/put6i9z7nxLclt51F2uefrqxNUV8CvNrxhCDF9kkoUVLlX7sOHHRhRL2JYwlc+pZ9OyTwvnnD2DXZwu5/u4NKJgQ0DBFhXgTqGYoW+lNXqPjxmZm8teCAi677BM+/XRPowXjYDCC36+watWV9crizWHHjnLGj3+10RfWQANrDoxA1LVrHMuXX0FmZssPIk3TufHGz3nrjU0IIS+R6LkoyNEGXimqWB89SjttOur2SU2N4aOPzmPs2KbMunA4zGyHA70Zsg7AJcuW0WvSpLYPdhDKyrzMuPwjdmwrx2yRkUwSVquJa64ZRpcuMcTGWvjvf7fXl3a93kj0iul1PgYMHJDMu++fe1h9Ss1hyR13sHbOnGbfE8xmZLMZe1LjMl/A5WL8zJkcf//9jX6vqhorVxZQWOhm4MBODBny0xqqi4s9FORVoGo6//fIKtasKSI21lAnUVUNm81Enz5OzjtvIAMGpDBmTGaHNAgXF3u4+OKPWLnyAIpycPasN/rZJMHoUels3VFFYqKN2togXm+4Te1FSSJantQJBlvfVpYhIyOekhLDGT4UMnRSDyZo9OgRj9UqM2BAJyoq/GzaVEJ8vJnERDsxMWYqKvwMHZrKe++de8QbqLdvL+PSSz9m69bydm0vSQK33z6ap576aYLXvxX8GtmS6Lq+CFh0JI/hr61lzTPPGA8ySWp4sNaU0z9TYHdRPHGRagRARSSEBRNhNjGM2JoqKpa8T2LK1cyevZKCzYWEzEloqoaIAiYTarAGAY10inHh5AAZKMikUYJWZJQpN28uwWRqUB+o8zQLhRRuvXUJl102mIsvHtSsJ1NtbRBJElsIbA0/axpUVvr43/928de/ttxr8+23+WzZUkooFEHAhI6Ejhx90OtIhFB0yyH7ThnBUKCmJsi7725vNriZzWamPPMMS267rUnEnPjII4cc2MAIpm+8eQ6ffLKH9euLSEuL5YILBtYHqlBI4cMPd5OUZGXcuEy++25fNAsVEEXIykph2hl96devYzzNqvLzWwxsAHo4TCQSQUtIQJQa9BQRBLLOOafJ9pIkMnFi90a/U4JBfOXlmGNjsTmblsF0XefAATdVVX5SU2MayWelpcXWv543L5VbblnM11/nI0mG2vygQZ2YO/c0unfvOMaoruu89trmqCN103u3AQIRVae6sgZZFqio8BIMqs3a0/wYRlajEQ63ORoUBfbvr41mdMZ61o/v9/z8WtLTY6msDPD222fx4ovr+fjj3QQCCn5/hN69E3nmmSk/izKIxxMmIcHWnONTE9TZKj333FouvXQIgwf/dHWZ3zJ+tYSSjsCGF15A1zQQhCYZQ48Di0ic9iArP98QXUPTGcB2sulLHB5kFILVLkxhN66KAFtzwqQnSXiCIoGwjKqBgolUfBSRxjYGoSISwcwP9KWftRRV1ejSJZaCAqP8WSf5VJcZ5e4u5JYb8njwzgXMuLgf984+G5utoU9l4MBOxMVZqK6uK8u0HHVU1WBwtYZ3391BaV4xFkKEsSCgoUVvAREVMyF0JERRxFhaax9LTtNAlnUiEbVZYsLy2bNZ+dyLlKgpdD7vfrTcTcRU7SFt2FAmzZ5NUu/DX4hPTY3h+utHcP31TSdvFovMySd3Z9GiHEaMSKNXr0Q2bDAEoocPT2PatL6cd96ADrPrWHzrrW1vpOsEa2qM3iWM3PvYK68kJat5x4QDB2rZsKEYlytA7vod7Fq9DbOg0i0xzMRJWZxy+5WY7cb6VCAQ4eGHv+Obb/ZFhYStTJvWlxtvHNlkTTY1NYYPPjiXsjIvW7eWkZxsY/Dgzh1uXVJbG2Lv3kr8/lCbGRhATn6Arj2c5OVVtyuwgZG5tc5UbHxcXTcsmlobT1GRh/h4CxUVfmbPnsQNN4xg27YyUlNjGDEi7YgGNkXR2L27gtJSL253CFkWiYuz4HK1zuatC9KKovPss2t4/fXWlz1+7/hdB7d6Ca1mviVmInRa9iiTkQlhIRYPOgK7OQYHDesCJZs2UyN2rzflS4kzqNS6DpVFIQRdZxsDqcZJFcmoUdp5qZDF00+v4qqrjmXt2iJ8vjChkBFgg0EVVdEoKTfUBcprNF769w727i7nvSW31H9x4uOt3HLLKO66a1mbNXdZFhg7tqnCxsHYs6cSk6iTRBVeYghgR0BHQawvT0poUXq9TmOGXutQFBBFneHDu9T/rqzMy729xuD1RdjKWLzEYnp/PwmOFC566B6m3zL6sLzLDgVnn30MkYjGd9/tR9d1Ro5M5/HHs5gwoVurPm6Hg8odDeuuKiLVONERcFKNTMMf8KRZs9i/fDmyxcLQGTNa1DP99tt8nnxyFXv3VlFS5EZXwnR22kEQWVmg88WeQj5b9zKzXr2O5GQ7s2ev5IMPdpKQYMVkkigv9/HKK5vJzIzn7LObD56pqTGccsqR1GTU2batjL17q9qxrUBIgbIyX7vXmEQRUlIcUaftdkZDjAAn1FPDmkc4rNYLMXfrlvCzNPj7/RGeeGIF69cXI4oi8fFmamtDxMZacLtDbWZvdSgt9R7Zgf4G8LsObqNuuokv7767fkoTwswe+lFAVwR0uof205cfiMEQ29UQolmNqd6/y2DeycTbNAJBAdkuIkXVAbDHE+/LJode1BCPTASQQTDhCwnMmbOGadP6cuutI3ntta3RPiodSdTRBR2zSUDXQdUFFGRWrCln89o8ho/tVX8Of/3rWGpqAjz22MpoQ2/zwaZv30SmTGk9A4qPt+JKTCJStp94PMTjIYwJHY3e5LCTwejmGHyK0UelHWJ5UpJE3nxzK2PHZrJ5cwlPPfAJNb6T8GCUwhJxoWAi4NNZ/L+1DBmSesR1Ks1miUsvHcLZZ2fh8YRJTLR1eFCrgzUhgVqggiS+YyK1xCGiEYeb41hNKsa6yfBrrmFMG1me2x3iySdXs25dcVRUWUPXRfZXCqQ5ITlOwBe0krOriOfnrOSe+0/ggw920amTo96ZwWqVqaz0884721sMbkcSfn+YK6+cz86dFc0Eq5bVZMLh9ht4CgI4HCYqKlpqNG9KIKr7vzU9G4CsrGR69Ph5m/pnz17Jiy+ujwooG4S2tLQYOneOIRhU6h0E6ljLLaG5pYE/Gn599qkdCJPdzpAZMwBjJv09Y8mhNx5iKCSDb5jI55wWNbMEEZ0B7KKWeMroRCWJ+J096dwlhv6D0ok3BXF7I3i8ChXVYRKdFtzHnEGV0JkIFoLEoMkOrLF2TCap3mW3ujpETs7NPPDA8Uyb1g+TJCCJDaUUs2RkhQFFYMeGxsQUQRB45JGT+frry+nW2UxDRmX8M0s6w47txMsvn4HD0br0ztlnZ6FqAmHZQQQZFwlUkoiXWKpJJJ0i+sj7SE/USXfSxry2MRITrYwalY6qatx000Lmzl1HyFWNiBp9jICbeMyEkdDI2ZLLypUH2vjUjoPDYaZz55hGgc0QxD20CB4IRFiwYC/njb6fE8xTOVcczC1JQ1j4/Nsce931hJH5nNMpoTMKZkJYKaELX3IyAayYnU5MtrYb33NyqtixowxBMASXZdGQCwOo8kaVNAWwyjr78qtZ9r+VuEtKqc3NwVdRUX9eFot0yLN4g6H401VJnn56NatWFWKzSS2UDZuqyxgqIO0PbiaThKbp9ar6rR/DuCYmVBxCmKzeNlrrxrn22uEdpiHaHhQU1PLCC+sQBPD5Ing8EaqrQ+zcWcWGDcVMmdKLp56azOWXD0aWWx5X166xnHvuMT/buH+t+F1nbgBnvvoqW197jUqSceGklvgolT+MWRIo1HqwXD+eiXwXfZhrqEjUkIAimLG7RK45pw/JyXb+N289FQWl+H1huvZIZm+xTjCkIpskVNXQf4soOqao0KmqalRU+ElKslFc7OWGG0Yyc+YyJElA04zypgBYzdGfdZ3MHs2TGyZO7E5+0T0seXMxjz+5llBQJbFLIsndMznznIEMG9al2f0OxtlnZ7FhQzE7UqxsWpVNUJcRUdAR2MMxxFJLln8PQX8cztREUuLNVPmEVtcmbDaJ/v1TiIszKOlJSXa2bDHWcMxCGK8ej4iOGL2uIcxYCRHQ7FHNxJ8fXm+YBQv28N13+wGYMKEb06f3a5NWrygazz67hiUvf0ikYDcVdGIrfbC4wiy5bQnHnjQMyXkctdXxxOGpf6yaEKgiiSLSmPFmy87dB0PXDTJBTIyZYFABUUBXDTKMEr13NFXFZjeTvWghn7/3FQJTqUbCX1EGgkCnAQPwhMyMHt2+/r3SUi/33POl4cSu6fTrl8yjj57I0KFt31vNYcGCH3A45PosJBhsLtto/JAWRYPso7VRNhAEsNtNDBvWhW7d4qmq8rN0aW4L5cyGzxLQsEoROlt9zLj6NESTxB13fNnsMc4770NeeWUaF100pI0z7Rh89NFuIhEVn6+pIomqwkcf7SEmxoLTaW81KD/xxKR6GbBIJMK655+nbNs2ep96KgMvuOBnF8H+pfC7D24AJ8yaxav3vUIAKyEs9Y3bXYYOpNqjseuHMFUkYSZMLfF0poTOlIEOx51yJqtWHeCRR05k4sRzOXCgFofDzL59NVx//edkZMRRWxuirMxXf7xAwCiMi6LG8uX7sdtNXHPNcHr1SuSCCwawcOEe3F4FFJ1YuxHoAiGVrK5mxp48sNlzABBEkalXnM6Ecyezc2c5oZBKr17ORjJArSEhwcpjj53M3Llr2bGzElOti7Cm10tT1ZJAHj2JoxavL47MvpnYXCFcrgBut0FFEwQwmQRE0VjkTklx1Ac2aMiGJEnA7ExEckWi2Vvd1MH435SQ1MQg9eeAqmo899z35ORUk55ulEu/+iqP3FwX999/fKtSU7t3V7B7dzlCwXaCxOImDh2BWuJRkfj62wM4e5yJ7C9CCDWQe8SoQ0HPq/9G/z/9qV3jHDCgE1arTDCoYLXKBAISgmL4H0iCjser0ClGoWrvXhSfSirl9GMP2xiMjgVB19m3I5eUvn3bZVmjaRpXXPEp2dkuOneOQRQhL6+aGTPms2TJJYfllRaJqDgcZny+CAkJNmpqgvXVjDoIglG1EEWBSMS4d0wmKdq03jyOPbYzKSl2hg3rwrhxmYwf35UDB2rZsaOCoiJPo8CYnGzl5CEmSjZswK9KiOikxmlcN2sGUy45DlkWmTFjCMcc80/Kyhpnq4GAwqWXfsqECV3JzOy4Bu2WUFnpIxRSWmQrh0IKb765tf6+bQnPPbeO0lIfx3d18foF1+KOmNAQsb29jJSrbuHqpZ/SY8KEI3AGvy78IYLbxHvvJdJ7POuu+h9SEGxxDlKyslA0qKxyoSBjIYSOQDUJyCikRRVHdF1FEIyes6lT+9T3q+3a9f/snXd8VfX5x9/nnDtzk5vkZieQEPYSmQFkiIK4kLqq1m2tVkWtu1q1jrqt2qrVumqlVepAq4gMAZE9w56BhOw97l5n/P44NzcJGQwB9Vc+rxcid51z7j3n+5zneT7P51MTJX5kZ8dHFURUVY2QTwTi482YTBLBoMzzz69g8uRcHntsKYGAjCCKyKqG06dhMWj0yLTw0X+vO6xB4thYU4f2LIeDhAQLcXEmHA4rdY1hRESdRIJCCJE6knETh8krI9QF6N07ifPPTyIjI441a0opLGwiMdHKb387Ao8nxIsvrkKWlaijcm2tj549E3G7g6QPGkjT8rUEMRGOVMA1BLxCPBdMG8KZZ5744LZ3bz379jWSkxMfLTnl5CRQVNTErl11DB7c+bxbaakTX1UlAhpNJETZsSIqBmRMqg+PNwRxyWQN74Ps9aCEw0gmM4F91QTWfsPG90yMuPHGQ+6nxWLgjjvyeP75ldF/q4qGAQWzSSCjWzyJNoGSskLyyMeIzBjWYSLMTgbgivT7MurXEh//60Nub9WqMgoKGsjMjI3e2aekxFC4u5z7J9/BeX0aOfWaaxjYwchCZ5gwIZv58/cTG2vC4wmRmGjF6fSjKBojR2bSvXs827dX09QUJCHBgsNhobjYSX195yVRq1Xiww8vpmfPxDau7w6HlcWLr+WJJ5Yyf/5+FEVl+PAMXnhhCiNGZBFoaqJ01SoMFgvdx4+PKrPo720fuJultlQVLr30M9auvemwj/to0aNHfJdVElnWkOUwZWUuDAaJUKhjdsmmTZU6metAGSGuQ4ks8xIK8QEnK896nplbcsjud2w0e3+q+J8IbgCTLp7A+IVNLF1aTHJGLBpQVeXCaBSRCGIkjIIBMyFc2EmhDiMtTs0HU6THjOmGKAoEAjJms0SfPg6qqjyUl3uigc1gkDAYJHJy4tm6tZrly0swGCRSU82EQgoej86gPPu83vxz5iVtMqDjidRUG6qqRdiRciSjEtAQUDDgw4BPA1dJI7fdNpL77x/fIfXZ7w+zYUMFy5aV0Fz6SUmx8cYb5/LUUyvIz68kccAphAorUIIa8TjJ7mZn+k3ncO+9Y4+bXUlX0BXutXa9FE3TDql+n5wcgzlOH5LXEAliQUJBRUJELxk6HDE0NvppcoYwmaz43F7qy0pwUI9z2zre/s1G0u99hD9UH8Bs7vr3fvDB8QiCwPvvbyYYlMnIiOOcc3pxxhk9mDlzG1sXr0FAYyeDMBEmkypyKKaMbiTSiA0fjfVWnnzyex59dGKXA/6lpc6I+kzLTGbNtm34G2UKG+s4UPo9BxYvpmD+fH7xzjuH/J71/Z/A5s3VVFZ6MJsN+HxhUlJsPP30ZOLjzfh8Mo89Nom+fZOi55ffH+aii2axcGFRmwymOdhkZsa1carQM7+W86igoAFB0FmHS5ceYOrUf/HYY6dz/fXD6XPeeYe13we32XburKWpyU9CwuGJhB8thg7NaKNf2dF+aZrekzQYRAyGjlsGoZAakQ1rG7R1Bm8C24I9ePiOj/nnvHt/lGvwROF/JrgZDCLPPjuFG274koKCBmJjjdjtegBSqv1YtQAKIiIqYQyEMWAUZBRFQBCEduoQqamxzJiRx3PPrcDpDKCq+oJptRpITY0hOdlGOKzQ0OBn+/YaAgEFTdNIS7Ph84UJh1VMJglRFKiu9Z+wwAYwbVpfXnxxFTUmG2rISQgTYXSlihZoqMAjf1jE+ef3ZfDg9koqVquRt9++gPz8SjZtqiItzcbUqb2wWo18+OHFfPrpDr79thDLhBzOP78vffsm4XBYSU3t3IX5eCM5OQbQ+6OtA5wgCKSkdG76CTBkSDpZvdLYZ04mLuikmhRUBEyEdYVLewqpqTZ6904kNtZMZaWHxs0FZOLGSJi1RAbsneAaeQUvb/28S8KCKIo89NAEbr89j/JyF0lJMSQnx/Dyy6uJiTHSN7aBprp6QhhZRx6TWMp2BhOLF3Ok9G7EjSDAnDl7ue22UZ1ua9Cg1EimoiKKIr7aWgJOF5pkJyfWi9XuQAmH2fnxx+TNmEHG0M5tdprRrZudb765ktmzd7J9ey29ezv45S8HRX6DjmG1Grn22lP5/vtSQiE50lvSfy9VhZtvHk5Dg5+PP97Ohg0ViKLAuHHZXHrpQO68cx5bt1a3KX02NAR54IFFbN1ay6uvntup9uKZZ/Zk1qyWUY7WAUYUhWhp9XiiT5+kSD++8+xNl77TMJmEIxZbANAw4MdKwQEf+/Y1HDMBg58i/meCG+hZxcyZF/HZZztYs6acmhoPbneIwaMnsePfM5FQyaCcYnIJYCVr0tnU1fm48cbh7RZkTdOQ1ABiyIMWCKApCkbCmM0SNTUacXEmSktdUems5hOxstKL0ShiMkkoChGa94klVtjtFv75zwu5/PJPKdgj695gQHv2moasajx47zd8veCGDj9LkkRGjcpqJzpsNhu4+upTufrqE9OMP1z07ZtEnz6OSAlO711UVLjp2TOR/v27vtAtFgMPPDCOxBiFz579J5ZwgBBmTARQTPGk9etNWpqNs87qxdVXD+Grp//G8u/msIGRyBiIQ2ctKogs3W6nsLDxsESJ4+LM9O+vZyvV1R62b68hOzse46lDaDpQhIkwASwcIAcPsSTQIvZrtttxOKyHnDMbMiSN00/PYcmSAzgcFpzVjTi1WBINPobElgAgRYxld3/xxWEFN9DPtRtuODKnjHPP7cupp6aSn18ZyUx0O5mhQ9O5447RPPHEMurqfGRmxqFp8P33B9izp47Vq0sJBttfS8GgyuLFRaxbV86kST063OZbb53P7Nk7I8LM+mN6VijQo0cCGRld97mOBeLjzdjtFhobdSGEg8dzs7Pt1Nf78XrDmEySTjQ6CgSwYIiNw+0+pKTLzxr/f3PSTuBwWLn55pG8++50Zs26lFGjsvAbHYy89wFievQFayIXDWjg7dUv8ciLv+Tll89m3Lj2MyObV+zig2c+Rm6oJkmpJA43MiKuoEjQH2DnjjqcTj2w6XTulsARDqsEAjKKoqGqGikpsUdMSf+hOPXUdL755iri421IkZJaWwjop4fA0mUlh1Q/+blAkkTuumsM557bh6amAI2Nfs4+uxf33HN4ZdKUFBt/eOJcVrk+ZOHs8zhnrJ2+o0/llDNH0KdPEr17J3HJJQMxmw0kU4+Ihp8YYmhRbpFQEVFYu/bIjTC83jCCoFcT0k89FcGg3582C3qbCRFudc/ad/p0PJ4QGRmHJoS8+eb53HHHKKxWI6IkMljaX9J8/wAAIABJREFUw/UpS7GILYuoBphsR555e1x+/vnsx9x8zjM8fN1r7NqsM1U1TWP16lJuv30ut946l2XLDpCfX4kkiVitxmj5LSsrjhtvHMqOHbVUVrrbuHAnJ8dQUFCP19s5GcPpDLBjR+f6jHFxFubNuxKr1YAotuhVOhxWXnpp6gmR2hIEgSlTcomJMWGzmTCbxSjhxmYzkpVlJykphvh4M6IoHNLLrzNoiCRmpdO9+7EXe/4p4UcTTj4S/FBXgK7Q0OBn7ty9bNhQgc1mYurUXkyYkH3Ihe7ZKx/nP18eoNpnQUDDhR0DMn4sgEYYE0Qyos7q6IIAgwenMGJEJq++eu5hKbwfSyxbdoDrr/mMqgoXflmgswFxs1Fg0pm9+OabK3/yNOLVq0uZNWsbDQ0BpkzJ5bLLBhET0/X83w+Boqjs2VNPdbWHpKQYBgxIjkpdBV0u7o/PZTnjicfV5n2h2Ex++/r9Xbpod4RAQOZ3v5tHYqIVi8WAp6aGDW+9RaNqZzj5KEhsYSixuMkdO4q0sadTW+vj978f10YcWtUlZTr9PSs2buSDM8/EaLFgiMzlhbxeUFVu27GD2PTD1y1srG3iiryH2VoKsiaBYCDWpPDCX6bx77m1zJ27L1omNpkksrLisFgMUXUQfSwiSO/eDs49tzfLl5fg84XZuLGCxsYAVqsBs9lAaamrU++zxEQz7777i0MOs1dXu/nTn5axfXsNp56azi23jDwqd+2jxY4dNVx66ac0NfmRJBGnM0AgIONwWIiPt9K7dyKPPz6J9esrmDVrOxs3VrRjoLZHWzd3m83Aa6+de8QZ9U8RP0nh5J8KHA4r11xzKtdcc/jlMyUcxldcgEkQMCDjJhYRFRkJGUOEXKCfUPrMTvvPMJtFEhOtjB+fjapy3GWoOkJKig1B1Bdio6AR1uDgACegkZluZf/+BtasKee00366ygfvvLOR559fiSQJGAwiq1aVMnv2Lj7++NLjFuAkSWTgwBQGDmy/AJrtdkZfdCZrvvASwoQJvQykIdDtjCmMGJF5xNuzWAxcddUQ3nsvH6vViMkUR/df3Ua3grX0L8uHoJvULI2mITegGGwIgsCdd45m0KBUVFVl4X33se7119EiThj23Fx+9eWXpJ9ySpvtZI4YwYSHH2bFs88S9utZp2Qyce5rrx1RYPP5Qlw46nFWFbeQWSRkvH4j19z6PUFVL3U2ZyGBgExhYRO5uQkkJbUEXkEQcLtD+Hwyu3fXUVjYiNsdQlFUXC69v9iVFqXBIHX4Gx2MtLQ4Xn/9/MM+vmONQYNSmT37Ml5/fS1bt9aQkRHLlCk9iY83k5ERx6hRWcTEGMnL68bOnTWsWXM4Qggt13RiooXrrjuV664bdvwO4ieC//ngdjQQRJHe6WDcquKgniYSUBEIYEZDRKElC+ossEmSXnKorvZy1VVDjtpV+4egX78k+g9Mpa7GTcinYBJUQlrr/dBwxIpkZidTXe37SZcmm5oCvPLKGpKSrNFxClVV2bGjhr/8ZQ3nnNOH3NwEEhOPLyngYFz1+adIj73OKy+uwB2WsTgc5Ew8nannDzysxbYjTJyYQ0ZGLEuXFuN0Brjwwv6MHTsdq/WF6GsURS99W63GaEntn2eeSen337f5LFdREW8NHcotmzaRNmRIm+fGP/AAQ6+9lp2ffYZkNjPwssuwxh++t1swKHPd1Z+wutiCihRVqiEi2R1WW841RdFaeQVqlJQ0UVfnIy7OFJnj1J9PSrJQU+OlsTEQJV4IQteBDWDUqEy2bKk+ZF/1p4CBA1N4441pXb7G7w8ze/YuBEFAkjikW7fdbmD06O6ceWZPbr8974SUWX9snAxuRwFRkhhx+S+Ysv01FuyNxUEdNaS2unib7zjb+q41IxRSEQSV9PRYLrtsENOn9ztRux7F++9v5P77F+F0BvT9E0VCarPanh6cDZKAYjBHCDEap5xybDzPjgc2bqxAlnVPMk1V8dbVUV9URnUwhr+9vDRCERe47LJBnH12rx8kq/Too0t4++0NeL0ygwYl884707u0F7niids5+64byc+vxO+X6d8/mV69En/QPvTpk0SfPkmdPi9JYhs5tuKVK9sFtihUlY+mT+fuAwfaPRWbnk7e7bcf1T5+910RKxbvxkQIH0aEyPWgIKJ1sPQ0z5WBPtMVCinU1flobPSTlWUnLS2W+HhrxLxUi/az9e+x88XdbBaJizOxd2/dUR3HTw2apjFvXgH19X5kWYv6KbZufaSkWJkwIZvExBjq632MHJnJddcNJSsr7oRKiv2YOBncOoDfH6a01IXFYqB7d3uHJ0P/X/yC8yoqSHz9DQr2b+QrLqCcLDruW+kWG9ByEooifPTRJUc9jP1DcN99C3jppTWtHtGvCoNBIDk5hqamEJqmYTCIeL0h9u1r4NJLB9K370/3rtduN6MoChUbNxPyONEgMmitQX0pxR+tZOx9DzBr1nZ693bQu/ehWYod4fzz/828efujC+v69ZWMGvUO69bd1KWZaGKilcmTD+2Ufryw6s9/7vJ5V0lJdAzgWGHFilLEcBArAbzEoUXFipsrG+0DUvMCnZBgIRjUx2eCQTVqwvnCC6vw+ULR94tie2f4gxEbayIcVo+LW/aJRlWVh7//fT1///vG6Izbwf18i0Xk178ejsWiS5+FQgrTp/f7f3H8R4KTwe0grFxZwksvraa01IUsq+Tk2JkyRZ/dGjYsnSFD0nQGl9nMmLvu4pSrrqJ2/35WXvQ55VVd3xE1U4sFQe8JFRY2nvDgJssKr7yyJro/0NoHCrp3TyQ3V6C83E1TUwCDQWPcuO789a/nnND9PFKMGJGBsbqAOi/EACoSYQyIQCo1qKEQuz79hKTTz2fNmrKjCm6lpU3Mn1+IKBJVZAF9nOPmm79i7dqbj90BHWMEnc6uX6BpqKEQosVyzLaZlGQFg4kW2ebm3K3rTCsx0czgwan4/WGCQSU673bFFZ9x4ICzzeCyohy6JJecrDtoT5ny491cHAvIssrLL6+mqKgxUnHpGHa7maoqNyaTLt922mndj7oE/nPGyeDWCiUlTh5+eAm1tV5EUaCszMXWrdXMn7+f0aOzWLw4jrFju3PbbaOibEpbSgq2lBS0lHyoqoUOafWgl1GESBlBvxj37Ws4YcfWjG+/3d+uP9G6pCHLKjExZnJzdS29sjIXl18+uM1ifryhKCpvvrmBDz7YjN8vM3VqLo88cjoOR+fDvw0FBZwT+IwvOQcXdhREVCSyKY4yFRsKCkg9Uzwi1XnQy0BVVR7efjsfVdUwm9t/Fzt31h7ZQR4EWVbZt6+BYFCmZ8/EY86c7T99OsXffdfp85LNhuEYBjaA3EQfje4QAawIqAdlbBogYTTqmpLNiIszMnBgCqIoYLOZsNmgqKiRhgY/sbGmKDX+cP3e7HYTU6f2ZsaMUV0qtPwcsHdvPbW1XurqfB3O84Gexaan6you3bvHM2RIGgMGJP+/ViLpDCeDWyssWLCPigo3MTEG9u5tIBSSoxYcO3bUIooi69aVM3FiTrsSVFycCVGgAw+09n23Zj+m7duro55NJwp2e8sC1lxaa42mpgAxMUYEAWpqvKSl2bjggr4nbP8Arr32C776ag+SJCJJAu+8s5kFCwpZs+Y3nS76Ndu24RAbuVaZSQWZ+LGwi4GYaRlU1dDw+UKMHHn4LMXSUid/+9t69uypo7xcJ9QoioIktQ1wP4SNWVbm4pVXVtPQ4I/2j6666hQmT+4VUebQEEXhB/VKRs2YwZI//pGwu2NS0FnPPXfUn90RAgGZl+77FxppkTO/+b8qGiJGScBkMUSIJCqqqnHxxQOw2cx8/30x6em2aFm8oUFX8HE6g4RCh2NIqgdPEZWxfQ28+OIUzOZDa7b+1FFf7yM/v4Lt22s7nedLTbURCimYTBJXXnlKxy/6H8HJ4NYKZWUuQiGF0lInoZASFUAWRQgEwlRUuEhLi2HLlmosZRspXLiQrLw8hlx1FVOm9CI/vypi63HwmdfxorRtWw179tS1mT863hgzphsxMQZ8Pn0wt/VFkpUVx8SJOaxapdOLR43K5KmnzjymNHpV1SgubiIcVsnJiW8jfguwbVs1X3+9F7vdHGWQqqpKSYmLN95Yz+9/P77Dz80cMwZBEBANBrrJFQDYcbOWMfiwIqAhxejH15U4cmsEAjKPPvodGzdWEA4r0fKX7oasB7hmdZlbbhmBzxdGFIUjGutwuQLcddd8SvaW0bSvAI9fRUFk7vsLGdVTpTFtGDt3NQACEyZ0589/ngqIWK0SRqNESkpMu0DbESSjkVu3buWdMWPwV1e3eW7Mffcx+ihJI51h9epSSht0hmQzf1jP1RRkDBgQ6NMnKaoDGQ6rPPPMZJKSYrjnnoUR2x01YvFipqrKd0iDToMB1MjvoSJgEWVKdxTx9cPPcMmfHzumx/djYO3acgoKGjt9XhAgIcGMomidyoz9L+FkcGuFHj3iqa31oSgqgiBEPNl0NpLJJOHzybidfpbcfRtFDasACCHxm6s/pDBmJOGwgRampH4hdmRl38xuqq720dTUee38aBAKKTQ1BYiLM3XoMCBJIrNmXcKll35yUDnIxPbtt5KQYI3abhzr2buKCjevvrqW6movoZCMzxfm6qtP5eKL+0ezkkWLCtE02oxGiKKIKAosXlzYaXCzp6eT1K8ftdu2RR9Lo5YpLKKSDEIYueu/H5E3edhh06A3bapk5Up9YDgYVFBVjfh4PYOQZT2DEwSByZN7YLdbmDFjLoIgMGZMN664YvAh9UK3bKnixhu/Yue2SoKhMJAc6RSqhDAyt1CAwgoEQT+n5szZx/z5+4mPN1FXF4x8N3DGGT2YO/fKQ2YniT168EBVFRX5+eyZM4fYzEyGXHkl5qNQHDkUNm6sICTFIMgqAmL0KpAxYCKEYLDhdoeiwsf33XcavXrp7M/33ptOZaWbxsYA3bvb6d//b8jyoTM2WdaaZRMQAEkUEE1mCud8TuCPd2OxHzmhQlVVtmypxucLM2JEBhbLjxM0XK4ga9eWRfv2HelPmkwSRqMBo1Fj6tReP8Je/rRwMri1gslkIC7ORH29ntU0z88INCuPa1StXUn/Rn0B1YBPuZRCeqP5VARBiS5EcXEW4uPNuN0hnM5gJAPUF1Wd8qxhsUhRfcMfCk3TWLr0AJ9+upNgUEYUBc4+uxcXXTSgXb19+vT+1NU9wBNPLGX37nrOPbc3Q3oa+fitxWT2SGPcWYO67G8dDXSjz9V4vSGqqtxs2FCJLCssWVLEO+90Y/DgVDZsqMTnCxIKyQQCYSRJxGAQIzcaKmlpHS/Cqqoy56abCDqdGO12vfQWSUlj8DMkw8/VC/7bblC5I2iaxo4dtXzxxU6+/HIPBw44UVW1TZ/SaBSZOrUnkybpJqdvvpnP3r31ZGfHo6oaa9eWUVXl4ZFHJnYaSMNhhXvvXUhDg59wKISGFHFnsBBGoeUmSYhWEFRVIxzWooFNP3ZYvPgAEye+f9iElszhw8kcfnzVKQRBwJCYirW2Fj9W5Fb6pVYCzPzsBoqKXGganH12L/r2TWrz3sxMO5mZdkpLnQSDcpdq+a2hRm4nRcAgqgxwOLFoflylpVgGDTqiY9i1q5YZM76hpMSJIAjYbEYee2wiF1104l2uvV6dIWo2G4iNNdLQEEBRtDbfSTMr9LHHTo/2zP+XcTK4tUJ1tZcLLujLnC93UlvrofkOUNM0nHVBMvqnMKL8G+yCBzSoIpUieqJrbes2nJLVQjCk0bNnIm+8cT6qqnLeeR/h8YQizgFEhZTT021UV3vIzo7/wQ3fTZsqef/9TSQlxbB3bx21tT527NA95y6+uP3FaLdbeOmlcziwr4Y7r3qb5/f4ab45zs76lj++eBHnnd//B/V5miHLKsuWHYj0rPTF32o1YrMZaWrys2BBIQsWFLZ5T02ND6vVgNEoYTDoMlG33dax6WbJihUUL19OfE4Oibm6R5wnAIv2xuEedD7p2SkMKrNwzuD2VjetoWkar766ltdeW0dFhZtAoGOtwnBYZd26cp55Zgo1NXofpKzMhdcrk55uY+zYbhQVNbF/f0Ons2h79tRTUuLEYhYjc1+6oamO9mXG5gpCZ9iwoYo9e+p+MirveXndMNnjSRX8NNU04MdCGCNWXPzm5jymTetaBqsZzTc3sbEmfL5wl35noPdV9fKn7rGXXxXPAWkU2TuDTB/Y9e/fGrKsctNNc2ho8Ec97tzuIA8+uJj+/VOOqSRXdbWHFStKqKz0MGBAMmPGdGszowi6mlBams769PvDJCdbaWwMRslRAwcmcdtto5k2rS/Z2T9v4syxwsng1gp9+zrYkl9Gz7rvEemGBxsyRlQkhrCZKbu/wyyEo7eQpWSjImFAbtFeiLhQl5e7GTtWl6r68svLueqqL6ip8UbvtkQRduyo5bzzPuS3vx3BM89MOeSFp7tc02E2MG/efnw+mU8+2UA4rEQX5Rtu+JJgMMzGjXppZfToLC64oB8OhxVV1XjynllsK/BiizFjMYGiQmWlh788vZD+A9IOS7W+K3z55S6eeWYF5eVuXK4gBoOegfj9Mn6/HHX4Bv07aQ78zb5VoZCiq/H/thfdKMPfYKNk9Wq+f/xxGvbvRzKbic3MRFWU6IyWX5Z4Y/cgarwmEovqqKxXWLOmjFtuGcn994/rdF937Kjh/fc34fXqc35msxjpobZHba2f3//+W0QR1q8vR1X1EnZdnYe9e+uZODGny5Kz3tPVcLrCGAkTwkxnvdlmdORv1vz/qqqxbVv1Tya4jRvXnZEjM9ixw0B6RncCTU5SUmLI7JnBRTeMOezPSU+PpW9fB1u31mA0ioDaYYAzGgWMkkiqVkcYEVfYQlPIRB1WikjiiqvnMPkf2/no48vakKo6w7JlxVRXe9u4XsfFmXG5gnzyyQ4ee2zSYR9DVygoqOfFF1ehKLoAwYYNFXz7bSEPPTSe+PiW/TQYRK69dijFxU5WrCjB6QxHXMtFuneP55RT0snNTTgZ2FrhZHBrhXGndefV375AQDORSxFeYvFhZShbGMQu/UViCw85Dj0TUWm51xZEEU3RiI01RsVgJ03qSXn5vXz55U5uuOErnM4gqqpbcQSDQZ57bhXl5S4++ODiDgOc1xvi8893MX/+PtzuECNHZnDzzSNJT29Req+r87Fw4T7CYSVSAhVRVRWXK8T99y/mV78ajCjCzJlbePfdfKZM6Um3rDi2b6lAMlqwRG4UJVG3q6kuq2P9+vIfFNzWri1jxox5BINhRFEkFJJxu/Vg0VxmOzgzaj17N3p0N5JsCq7CAgbUzGPDmyr7Fi7EdxAhwldVRQgjpVomxoQUCpriqA1YiZfcJNhTsaXaCARk/vGPTVx//VBSUjouby5bVoLPJxMIyIiiiKZ13efJz6+gttbf7hhkWWbp0kLC4Ymdvnfw4BQSE600NPgxCBDWtIOyt8NDc5CTJOEnNaQrigJPPz2Z555bQX29H7M5BaNRt0caOTLr0B8QgSAI/O1v53HhhR9TXe3tMJM2GgViY81MmpTD+XmDePjxVWiqioqIWQJBEpFlhZUrinjuuZU888xkANw1NcydMQNncTH9pk9n/AMPRB26D74xUcJh6vcW0FQfYP7Ti3EseZ7edz5BUvcsBg5MITb2yElXmqbxwQdbsFoNUVm45OQYioubWLy4qJ3Ic15eFn/967k89NC3bNhQid1uJinJSmWlh5UrSykoaGDYsHTS04+/Pc/PASeDWyv4CncyrP4L9tKdKjJIpImRbKAbraxJmgXwVJVulBOHCzd2BDREQSQk6xfk5ZcPbheoamsDkfJk+23/61/bcTis/OUvbd2CVVXjnnsW8Pnnu6I+T/PmFfD88yu59NKBPPHEGfTokUBKSgweTxiDQYgszFp0OxUVbmbN2obPF45mjlVVHnJy4imuN4AIrogjS4wZJEFAVdQO2Wn19T4qKz0kJlrIzNSlfFRVV0Ewm6U2x/z88ytwu0PY7SYkSSQYlAkG9UztUIO3ggDpqVakAxsIWKzYs3uwf+6X7QIbQAOJrGYsoWIjMZ4UCjwOwjKIZgmrQw/OFouBhgaNLVuqmDKl42a7wSBEyT6gYTRK+P2dD1R1FNiaEQhofPbZTk47LbvD500mA888cybXXvtffOZYCERk0LqAPjwutvEca/67f/9k8vJOvNpNV+jVy8Gf/zyV/PxKXK4gffok0b9/8hHrGg4blsmaNb/h7bc3sGJFKUajrpa/c6cup5WYaGHYsAyeeGISs2fvwhxro0kBkyDQLLgiiiLIMl9/vYennz6TNW+8wcJWDNGq9ev5/tFH+V1pKQndupGXlxkZA5LRgn4q8/NRARk7hrCbfyyzoy17lt7nnktydiZ33JF3xKxnlytIebmb7Oy2NyXJyTFs2FDRoYNBz56J9OqVRHZ2Art317FoUWHkOtUoL3eRl/cu69ffRFraoS2O/r/jZHBrheJly4i3qAwNbgW2dvgayWTiusWL+fqWWxB27eK88CLmch4BwYZmMGA2SZx+eg533dW+9FJR4eqyZ/Dee5t59NFJJCW1kDnmzNnDzJlbDrK10JBlmc8+28W2bTX897+XM2pUhv5MRAeyuUzW/Fh5eYtOhMEAJSUyZWUuggFTJPcEowT+kP6GIf3jGT48I/oeVdWYNWsb//nPdurqfACMH9+dM87IZeHCQpzOAGlpsVx++SCGDcugsLCR5ctLCIVk/H59Xq15/KAzqGpLadJkEkmLUyjwQL9eBiQtTM3mze3fg8B6RiGikoATsclLjGiiRkskJrsnYsTvTFVVNE3r0gV6woQc3ntvM15vGL/f16UjcvP32hkkSZef6gpTpvRi7twrufnmOezZXYPmacCDjdZkkuaAl5sbz1tvTSMYVHjssaVs3lyFquoZW15eJl98cUW7oFFX56O21ktKiq3L4z6eiI+3cMYZuT/4czIy4njssTPaPOb1htizpw6DQaJPHwdWq5GlS4tRVQ1VFZEiq5um6fOnBlElHFL45uvdPHX7HIJcQAZVDGBX1Ej29f79ecTjoVu3eK6//lTee28TrsJ9CFgJYySJOpzYiceNhErDotn0uPNeXn99Ha+8cs4RMYzNZgOSJKAoWhu/x2BQ6fL36t3bwYoVxSxdeoBwuKUcr1/nLm6/fS6ffnr5Ye/H/1ecDG6toIZCZAwfTkkXSg7dRo+m+5gx3BpZaOVAgLJKD9/MK6K62kteXgYTJvTokAZ+xhm5PP54J+K16HNV+/c3tAlub765oVO/JlGE2lovf/3rWu6+e2yEnRlEEPSSWmdKDvqcVuusTL+wwgooqobNLDD8tL5tmubLlxfz6qtrcDV6MZtEDBYLH364nU8+2UFiYgxebwi73cy6dWWMG5fNN98U4HIFkWUVVQ1GyDTtnb5bhJr1/VBVPXMaNSqT2vogMUaVyYPBVdpxoHASjx8r8c3u04LAxGkjmLOkhiYfJKIHtqoqL336JHWp/9i/fzJ33pnHiy+uwuMJ4vUendMx6PJcJtOh58+GDctgyZLrePjhJaxfX0bRvlrqGsKokb6sKIqkp8eyYME1UXLKtGn90DSN2lovFoux3bkWDivMnLmFFStKEEU9sx4/Pptrrz31R3GfOJYIBMJs3FhJOKzgcFix2y3k5iZECVlTpvTkn2/aafA4CcsSRoPeR5bQMJhMpGfYef2pLxFRicVDFWnUkcwZfIeVAIrXG9XYfOihCeTEevjz75YQwkhv9mEmSAF9Iwa/oIZDCAEXwaCRffsaojOUjY1+li8vYf/+BpT9+cTsnIfDYaHPBRfgq6zE0acP/adPZ+LEHBYvLiInJx5RFAiH9VGe66/v3ILr7LN78eWXu/H5wq1EkwVMJhFF0fj226Lo4H9X3+OTTy7jv//dharCtGl9ePzxScTGnlhPyeOJk8GtFbqNGUP19u1INhuK19v+BYLAxf/6V5uHDBYLPXIt3HbboRv548dn069fErt317d7ThT12a74+LYn1/bt7ctwzQgEwjQ16QHwq6/2kpZmizDKlMOWJ9IhYJD0zE2QJIaOzCQrx9Hm4nj/b99Ruq0As+LDqRmRRTNewYY/qEV6IQKyrKCq8P33xdGFuVmNRdP0jLEFaqutN/ebYNSwFO64eyIOh5X4GKieuQabaMLVyQEJ0QAZgabRa0hPRrkN7N1bH2VoDhqUyuuvn9slaUcQBK66aghnnpnLypUllJe7WLiwkMWL9dLPoWxVWsNqlbjwwsNze4iLM/PSS1PZsKGCZcuKWbOmjN2761BVjVGjMnnooQntWJeCIJCa2nHpacGC/SxdeoDc3EQ8nhD5+ZV8+20hs2fv4sknzzgihZafEpYsKeTBBxdTVeXB6QxgNErk5WUyaFAqd9wxmuzsePr1S+KPT53Ng3d8TkGlQiAsIAkacWaNzB6ppKRYMVYF8KP72cXhwUk8JXSnHwWA3l8TzWYEQaCPVMSFfAWAiziWMpESumPDj4N64nHiKisDRy7Nxs/V1R6eemo5bneAvf+ZiT+oYkBjAt+yZ/bs6PEYbDZuWJePz9eNtWvLEEV9XOiKKwYzbFgGnSEry86MGaOYO3dvxJVdH0+RJBFFkdE0FY8nFL3pKS93IQgCGRmxkTaCylln/YtNm6qiUnJvvbWR774rZs2aG3/2N0DNOBncWqH7aafptXVVpWjxYvw1Lbb01tRUfr18Ofasw2+GHwxBEFi06BoGDfobTme43fMjRmTQp0/bINlVGVOWwe+XcTisZGTYaGjwk5JiIxyWaax1ImlBAjSTJzp32o7sHPGOmMgirs8ZNSPQ1MSWBauQZTsuNYGQKqFoGmpUR7MlsIFeXtT/Xz1oPknDbje1YUgKgFXU55hsgpe7z03mV62MY8ttN7Hx7bckmspmAAAgAElEQVTpzDHejosY/PixYCWAKS4ORVHJyIjjhRfO0l9jNx8RMSYjI45LL9VnolJSbCxbVkJSkolAQB881zQt2o80maSIen3L+00mkXPO6c2tt4467G0ajRJjx3aPMmyBKCHpSLFw4X4yM+NwuQJ8+ulO/H4ZSRJYvbqUK6+czUsvTeWCCzoOvI2NfpYuPcD27TVkZMQxeXLuT2Jmqrraw113LUBR9P5uXJyZcFhh48YqsrLsvPLKal544SyMRonpF53C6ZN6suSL1SxZtI+QYGLkhEHkjc3hr39dS1reSMqXt1RQjIRoIiH672ZSCUDmSN3k2UsMy5hICBMGZBQEKslAxgAxCZhMUvQG5J138tm0qZK6HdtRg1ZMBKjDwQLO4hwWYI+UQGWvl3/mDecPHg+//OVAnM4gaWm2dmMAHeGss3qRnBxDQ0MAk0lCVbVoPz8UUsnNfZmEBAuBgEIopGIySQwdms7LL5/N7t31bN5cRWKiJZrxqqrK3r11fPTRtk7d4f3+MNu31+B2B8nJSaBnzx9m23S8cTK4tYJkMjH6d7+j165dnHLZZYhmMyabjbRTTsGaeGwu8KyseKqq7mfq1H+xalVZ1Fpm1KhMPvvssnalhB494qmu7iCLbIXMzDhEUSQ52UZ1tRdLQyGnamUUkkuAGFqCWusSYFs00+8lSSA+3sykST2iz+356isyxBr2KGnImogoqGiaEM29gkGlNc8GaGE9Go16qURRNERRJCMjFqvUQE2jihCRSJJEvR+SbnCSaG9715iVl4ejTx9qd+ygMj+fhj172jwvojGK9axmLE7isQ8eR2mpi2nT+jJ0aPoPvvguvXQgf/rTMsrK3NhsRuLiwOORSUoyc/nlg/jww+2IokAopH8HEyfm8Ic/TGDcuOx20mJHiqPdd78/jN1uZvnyYvx+GbvdHLU+iYkx8vDDi/H5wiQkWBg5MjNaBm9o8POnP32P0xkkIcFCWZmLlStLuPvuMV361Z0IfPNNAT5fOCorpWc5Ij5fiNpaL7KssndvfZTUEZ9o46JfT+GiX09BVTV8vjChkF5mNlhjMMTEIPv03nEYY7SsnX3GGW2+95SBAxHMZg4Ee6AgkUQjIFBLChpQJWQRtiRy94xRqKrGCy+s5KWXVgMagSYJle6EMSGhUE0GlWRyGisYzhYkVMJeL7V79pDSr1+bdsShoLNIz+f66/8bIYq1PKdp0NAQoqGh5SZSknR/vcsu+4TTT+8ReayFmdvct1u+vKTD4FZW5uLWW79m7dpyPJ4QsbEmrrhiEC+/fM4J1cY9EpwMbgdBlCRSBw8mdfDg47YNi8XIsmW/xusNsXVrNRkZceTkxHe4mN1yy0jy87/uVFdP03Qx4IQEfSZG8fsJqCI2vDhowIeVAFZaAlvHAU4nfITp1y+JJ588o828jL+xkeFxB1jkHIKqgaJJqAd9xsGJVfO/WwvdGgwiNTU+TEYLVrEJg6BikVQkQcNh8TPIXEnepW2tddz1TXz21DtU7iuhx7Rr8da+TLChHg3wY0VDIIEmzuJbjKOnMfnZX9KzZ+IxU34xmQx8/bVO+tiwoRK3O4im6c4Fq1aVMX/+VezcWYfdbmLatH6H1Wc73hg5MpP16ysoK3NHCQ7BoC6mW1npxu0O8fHHO0hIsDB79i7uvnsMAwaksHDhfpzOIOnpVnZ98glqOEzW1Gn84601zJgeA5pK6qBBxHfvfog9OPZwOnVVFlXVCARkGhv9EeKIxpo1ZYwfn9Oh28P69eV8/PEO6ut9xMQYSU6OoaioieEzfse2D/5BTY0XE2FyKKH3+edz1ddft3n/1n//m95Tp7JsTgMm9H1IooE4PPgFG0njpvDAA+Po3z+Zd9/NZ968AoxGEbNZwtckEEK/LnWFFg03NhZxFtWkM5a1JNFAwbx5pPQ7csPiSy4ZSEKChWuv/YKKCk+Xr1UUvQpUUNAYsb/p+MapIxUgTdO48855zJ+/L8q29vtlXn99PTabkWefPeuI9/1E4GRw+xFhs5nalKE6wtVXD2HWrO0sWVIULVE219hDIRWLxUBFhYf0dF1FQQt6sRBERSAON3F4kJGQaa2J1/bEjomRmDSpBxdfPIgrrhjUriySPmwYDqOfeJOfxmBMJGPr2O2gPVpeZ7UaMRpFBAG6d7PSWNGAM2xDQMUqeLnkrvNw9Gqh6e9YvokZ5z2F2x/prH1TSZbUj1Nshaz39qaOJATALri57a6JXPbnRxGOodlmM3r1cvDUU2cyadIHQLM5psrmzVVcdtln7N9/x2GJF58oXHzxAPbsqUfTNAKBMIqiEgwqBAJh/H49eyksbGDChByMRol33snnxRfPYtu2aqq/+4bCA3ujn+V89w3chiQGH9CIjzVgsFgY9Mtf0nfatBN6TGPHduP119dFy2/Ng+uqqrNCv/uuiFdeObvNe3burOW119aRkhJDTk4CgYBMaamTgQNTqK31kTntV5w3NINLLx1ARkb7m6Gwz0fF+vVkDB3KUI+TJWvqkQJ1GLUQFqNGnN0I9SXEG7x4vXZWrSpFUTSSk63U1vqiga31NaJgRCSMEzurGctZfEvPM85ot+3DRXp67GHr0zaPDDgcMRF1oAB2u36tezxhLBYDt946st37amu9LFpUGHX9br7EVBVeemk1Tz89+Zia3B4r/PT26CTawGCQmDfvKp566kxMJhGTScRuN+FwWElJsaIoGuGwgtMZoLTUhcPoZRj5uLAjY4jcMYqYCGGIPGIyiYhii4q4wxHD7t0NvPXWer76ak+7fcgeP54e48ZgUz0odEDi6BTNWZuGgIyrvoHqai+VlV72lGjUyfGk2qFvDytCeh9eW2qPlo40TeOxa17CF1BJtsk4DB4SRTcl4XS+9o7FKSXhMPpJtqkEpTje+aQMn78tu/GDKVN4QhR5QhB4LjWVylaiykeKP/7xu6hThKrqd8KqqlvizJmz99AfcAIQ9vlY8sgjrLh/BjdMFrnhhqFIkhSRMWu51JOSrFgsRjZurCQuzkRTU4CKCjcGfwM1B8r0z8KABxt1OKiWE5j1XZDv1jVRV1bD9o8/xlVe3tluHBeMGpXJOef0oqLCjaZpyHLLHKeiQGNjgAcfXISitFQKvv56D/HxZl1ZpKKC6g1riDf4qKry8NJLU3n33enccUdeh4ENQNVpxRTk72HDqv0UB5LZpfVhJ33ZHc5mbX0mW3Y5mTbkYd7923JKSpqoqvJE5k1F2suoCWiIhDBRQxouYqm35pJ+aufMyK5QVNTAaaf945AjNq0RDmv065fEf/5zCcnJMTQ1BWlqCmK3m/nnP39Bt27tFU6CQQWvN8IR0LSI1qoeKMNhjWXLSo5q/483TmZuPwOIosjvfz+eFStK2LmzlsREa9Rzrbi4ibo6PxaLkWnT+pMneNn09GZ6U0gjifRhL8sYjxv9pDWgkJoei9cbwukM4HaHorM2brfAI48sITk5hrPO6tVm++f9/W0eWfoClMoRWVpoviNtltQyGnULGD0AtC2jCqiEMbdJ71QEyp0GYm0ymbl2yspcLFlygHPO6U1Dg4+i8iBJFhVN1f+IkgiyRh0pDDIUo6m68Wu8VaOuuokV8zdx9iWjAXg2MZFQU1N0W8HaWt4eMoTbdu4kZcDh6Rq2xqZNlR0+rqqwYUM5F17Y/jM3zJ7H3576ip3lkJrp4NrfnUu2WIrVZmbIpRcf8T4oiorLFWDOnAKqqjyMH9+dUaOyMBoltn38Mf+99lpCIQUFiS0fzCRt8Cncc8+r/OUv6wmH9aH82FgTubmJGI0SjY1+Nm2qZM+eeh58cBGNc97HhxU3dhpIxI2NIBYMhBH9MnXOWAq31XNRqJzaHTt+ELnqSCGKIn/+81Tmz9+PyxVs97ymwezZO/nd78aQl6fvV2WlF6sJVr30EiFPS9nOa83A/ehYElK77qOb4uIwp2Tw8swyypTsyO2hiC4CJiAg4CaWOn8i9z20DKPZhMUi4fWGWxGgOi7/+TFTQg/6P3ztUX0fAPfd9y0+XwiLpXOZuI5gNEpMmpTL3r23s3FjBbKss3I7MyTWe/qRWVGgbQ9fY9myIiZOzDni4fzjjZPB7WeEO+8cza23zo3cner6jIIg8Mc/TuSBB3QrGEWeyI7XniPe5SIeFxrQSCLbGYyCiBCXSlOTH7dbn5FJTrZitRpRFDVyB2fhrbc2tAluACsXbGZfuUzbZL/Z30wFRCQRjFYjmqLg84cir1XRIjK2HV3oKgL1TTJxbjeCYKCqSl+EBEH/j4aG0CogKq23r4GmaohGvZdYuV/PJnZ88UWbwNYaH0yezH0VFYf7lUfRbLnSui3avFsdaRXOefE97vvjOhrkOIySxv46D9//+nNseEmjiu48w22P/5JzH/v9QdtRqKrykpBgiUo6KYrKggX7eeedjSxcuJ9wWMVoFDEaJSZOzOGdd87n8+tuZEuoHyViT1RE4jQnp27fzOSiD7npstPZWqSQ4Ihly5bqyOybSk2Nl7IyF6IosHFjJW5PNma8NJJIADMhzAioKBioJIuAT6ZBstCjsJKzfoQy7IYNlcTHd84kDAZV7rprHqtW/QaAfv2S+OD3f0X1yHhIQs+lwoT9QS7sP4NTrrqG887rzdSpvToULhcEgXlFqRQoOiNYi/xRIn1rLdq/lkDVkP0ysqxEGLTN2VRHC76ANTYWWZPI3330llf5+ZWIooDJZECWQ5H51a5hNot8+eVubr11FKIoMmrUoVVtJElkQJbGtuLmR1oHbo0nH1/G229v4qmnzuC664b+ZBiUJ8uSPyOcdVYvXnxxCrGxJioqPMiyxp13jua++06LvkYyGLhl82bisnXZJwEYwzqGs4nMbkmYYm0EAkpUEaGpKUAwKCNJYmSx1tqomQCUrFzJQ7/5B2G1s5NWP8nDoTCKrBIIqVH/LgMKBroeugsqEiGvF03Tomw3h8NGr2wrzkBLUFRVDQ0RGx6UyBSCIAooYRlEA8MnjwBg+ZNPtttGE3aWcDpvV57OzTfPYe3asi736WA06za2FnZuht6gb0E4GOSVF5fi0mJxxMjYDCHCmkgII34siKiUk8Vzj8+nck8Bmqaxbl0ZF144i8zMlxk+/C2GDfs79967AL8/zNdf72XmzM0sXXoARdEwmXSlfJNJ4vvvi3n4N++yIdiPQqE3NnzE4yIoWFnJOFa88xENr99D8dwvqPp6Fj3SRBprXZSWOGlsDBAI6CtiY6MfjymZSjKw4cFKAAkFLWIgoyDhkw2EVYHN7m7HlXDVGWbN2sbOnZ27UANs3VpNaanOfDz//D7UuGAfvakjhQrS2UV/DpDLtkYHixfv5/bb53HXXfM7HTX5fLkXFRE1UlLUz8XWf0NrklZMjAmDQSI1NbZLFwe3TyfDbNhQ0em2D4Vm8XOgQ+/G1hBFvQURE2OkpsZ3xNu6d3QRBprHl1pnbqBqGtXVHm677RteeGHlEX/28cLJzO1nhosuGsgvftGfQEDGYjF02Mh15OZyT3ExtXv3UrRoEba0NJ6cNo09+5xcfPHHxMWZaWjw09QUIBxWqa31RVlSXm+Y009v0chzV1Sw6NX3qfB2rVUnAKoqoCqKfhes6O7LdlyAQD0OiDDG2t3Nahq1bpEzz9aV5Jvxp48e4Napj1PvkVA1E4oq0M3UgFlxUyJ3wyqGkUIiPsXEaWf0ZvAwPaDb0lto6xqwl97MZRohjJgI8f33RSxbVsxzz03hwgv7H9b3fvnlg3j66eVtdB0lSV9gTjutLSnowJYCar0mjJIQcZqWUTBjIoyMgQBWUqnFSTzPX3QPRX2uZNGiwijZw2jUhX4/+WQHgYCMLKuEw0rUNikUaiG1CILANyvcOMglWWiiuTJkUnwEsFNMDoPEPQxQd7OnsR/i0kU4snIQQiaMko1YuxmTSdcENRodVJY34MKOkRBhWmdJAj5FwESQcFoPYtPSDut7O1YoKKjn3//eSjDYefmtOZjk51fQvXs8wWAIC0ESacBPDEHMKBgJY9S7wLJKRoaNb74p4IIL+rUz+NQ0jXpnyyxnJ1ul9TmtZ1ISDoeFqipvp4FLFAUkScTvD3PgQNNRzRLee+9YbrjhS3y+UNRHsjPExZmw2800NgYYPvzIxzp6DR9A3uxlFGo9qVYT0CLfiYCKKBqwWAyEwwpvvrmBm24agcNhPeJtHGuczNx+hhBFkZgY0yEZSil9+5J3220MuuQSDGYzCxfuR1V1fcVgUEaWtQitXaOqyoPbHcRmM3LnnaOjn1GRn4+qCZGLpwsvtOY/kazGYDCQQi392YORZlHgji50jeQ4hbvuHM3bb1/QpqTRL28Qc8tm8rv7JzJgZC+sPfrSlDGaqvQJ5KYbSLHJpCaZuP2eifzlmyeiNf9LWqlAFNCHhZxFADNGZDDZ8PsVjEaJF15YeVgOzwC33z6aU09Nx243Y7ebsNtNJCXZuPfe09oZu9rTkpHEFtUVRWum4AgIaBgJoyFQSxIz9/Rl/vx9bQJbsyWQpmksXLgPlyvAplV7IoPyWsQhHgIBhXBYwS0bqCaNgGqkSk1hszKYjQyngN58x0S+V0+LjEssZGR4JdefbWZcHxklHMRkFKPfucEgYrLoAcBLbKtfVYj+ej5sDBp74rI2TdNwOv3ceusc3O5Ql1lbM0W9uFjP3Pbvd6IJeo8siIUgJvSCvoAfKwUFjWzZUoWqqsyfX9Du81rOxUMtky3nbPMiv39/U5fapM3ar337JrF9e02nr+sKv/rVKfz618MAsc15LIr6jdfBJfTGxgCxsSYeeeT0I97WiFtuYUBCA2lCNWliEyIaQqTzKEU89wwGCaczQEmJs92xfvv6TJ4bPJZnHUk8m5jIe+PHU7t//1Ed9+HiZOb2P4RmyrDHE4qWJpsXSlXVF7e33poW1ccDXTszKVYjJtYIgY5n5ARAFEAQ9Ofj4kzExsbSN05gzY5YPMTRtoyjE0wkoGeGyKplN5LUu2OlfmusFce4s6let5r/Y++946Mq0/f/9zlnaia9J5ACSWjSpSmgdBApYu8I9rbr6upXxV1dVxfXvru4dnR1QfEDriKCgqAIgvQeagKE9J5Mnznl98eZTBLSCARlf8v1euUFmZlT5uSc536e+77u67LbdQNRv6BSauzEn/42ittuG9Bkm5CQEAY/8ADr573Dfnrgw4IRP5IgEJEUh8fjD+pyFhXZSUlp2wMrKsrKsmU38s472/jhh2NERVm45ZZ+TJnSrclnE9ISGdYvimWbfbgxYRBBUwVkREJxEoaDUmIDjcAmFLl+NSjLakBGScXj0VfBm1bu4FilRGP2nX6tFUWje/dYCg+7OVSbiVfTfeH09g8DCgLZ9KSMOHpwkEwOs2LhTxQljwpYIrkJDbMiikIgG2Ck96CebNpUgFTnQK4F2k8MApJBYuKUX8aJ+sCBcl58cT2LF2djtzdV9GkOggDvvLONiRMzKSiopTqiG1p1CW4sKAhoDRzBQW/Id7lqqa52N9mX7utHo8+3dEzQV2PV1Z4WTW4bQhQFUlMj6NQpvBGTtT0QBIHx4zNwOHzIssqmTfkUFjqCzvEmkxggeAmEhBjp1y+R558fzYcf7mDJkv2oqsY11/TiySdHYjK1HgqsERE8teJNHrr6VcrzvIFpm4gU0FBVFBWjUcJqNQYb7QGOHq3i/93wKkc270XT4gnHyiC24vvpJ/6ZmcnAO+9k6jvvnNb3bwtnZeUmCMJLgiAcEARhtyAI/xEEITLwerogCG5BEHYGft46G8c/j+YxYkQqWiA/bjCIwQZfQYDwcCOaBitWHGlEp07o0wcUP326mDCJgZEOqJ/V65BEDatBJSsjkmeeGcXLL08gJOMC3FIUkiQhimKjmWR8vI24xDDufWxii4EN9Jn7Z5/t4/jxaioq3FRVuqipdFBe5mDOnDU4HE2ZcwCT//EPbtyTS3jnVCxmCXNENBGpevpQksQAS1RsVuC6JcTF2Zgz5xJWrbqVzz67lqlTu7dYPH/+/+Ywsq8ZTfbhFSxoCJjwkUoeKgLHSMeIH2uolYYDp95moAbNWstKHeRXag0Yqo0hSQKjRqXTa3AWHnMcgmhEQEDGgIaAHzO1RODFRDY9+Ihb+c7elx0HHXgVgeoamZISh+4rZxBJS4vk1VcnkpERhc1mxGyWMFtEQsNMhIVbCAs3M336qaVyzwR5edXMnPkfFi7cc8qBrQ6VlW4+/XQvu3eXEt0pgZjUTogISMHab+MshKrCwYNVTfbz6ad7kCSRlhIkdT1fNpuRuLgQ+vaNw+uVg202LUGSdAbiwIFJCIJA//4t60i2Ba9XL0907x7LRRelEBsbgsEgIUn68yZJIl26RBAWZsLl8nL55Qt57rkf2bevjP37y3n22R/JzPw7+fk1bR4rfXB/Pjv8AR+sfIzuPeIRRAlREoLmy4qiMXRoJzIy9BSrw+HjxRfWkbdlB+FaNeHU4sLKBi4KtCjB9nff1bU5zwLOVlpyFdBb07S+wCHgiQbv5Wia1j/wc89ZOv55NIMxY7owYkQaDocurux267I9mqbXhWRZZcuWAtauDdKiiOnWja5jxzIopoTYUJU4qx8RnR2p/2iYJIXhWTKvzb2YrTvv58EHh3LNNRcQGmpCEPRit26gKgQfeq9Po3uPWG69tW+r56woGidO1FBZ6cZeacdZ48Lr8uF3eykpquHDdza0uG1CQiRdxo1n5OWDUAUJv18f3Px+BZfLz+jRXRq5HXckYpKiWbjlJVZveYSPPp7B8v9cwVWx2zHjw0UIFlGlR/+uiKLQpC6jqrqahMfjx2xQEZtdNahIgkq3bjGEhppRFBWDyYDfEIJbtKFL9QZqoQiUkEguXSklBi9mvFiCa5g6a6TwcDO33tqPgQOTeOihYURHh9C3bzx9+iSQnh6J1Wpk9uwBp2XM2V7Mn7+TffvKGincnAoURfccPHGihpoaD8OGdcIlheM3h+MJZhAaT8xEUe9XPDmNuHr1MWJiLERFWTCbGw+VBoNAWJiRCy9M4umnR7Fw4VUMHZpCSIiJ5ORwTKaWh9bQUDOpqRFYLAbuuGNgI9Ph9qJ//0S8Xj1dnZkZzaWXptG1ayRWq4TVKmGxiOTkVHP4cBXr1uVTUuJCUfT0t8kkIUm6HdaDDy6nrMyJy9X6RMJkkhg/PpPdu+9l5sy+mM3GwOtGxoxJ5+23pwaZp7t3F1N0+BgWVZcPFAAbLjxYKadeQ3fJDTec9vdvDWclLalp2soGv/4MXH02jnMe7YMkibzzzhQkSWDhwj3BwR70wVSW9QC3alUOY8boHlyCIND3lltIuHAIOX/4jq/W1iD6FKRAfSsu1qaLsl7Wk9sfbiydVSearCsjCI2crWVZYdKkzDZFYg0GkagoK067F03Wj6tpArImoGrw56e/4/IZ/ZstyMfF2Rg0KIlNm/Lp1y+B/fvLgz1IEyakMXfumFaPnZ1dyqef7sXtlhk3risjR6Y1Srm0BUEQyOqbTlbfdABGX/EjoPfMPfLIt1RWujGbxQCBpM51oO4aqeBXiYm3cNTRPO1ekkSGDevM2rVH2bDhBD5fw8FZp6grqAjoTE0PFsy48QRky0QEJEkPrmFh+oA7c2Y/JEnkzjsHUlhoZ9GifcFBf/r07vzxj6NO+fufCdavP44sK4EVQfu29fk0Dh2qoHv3OHbvLqGy0oPZJAbo+Q1T6xqSICAG9FRPXm2FhZmwWk1YLEYcDl9wGwCDCDfe2IfXXrssmAH59793AxrFxfYmZrz6JM/AHXcM4MorexEebiYzM5qwsDOzmOnRI5Zx47qwevUxDAYBs1miZ884Kis91NS4cbmav3iqqgUmnPq9t2bNMW677QuioqxMmJDBdddd0Ko2qtFoYP78K3jjDR/791eQkGALmhfXwen0YzA23YeGrudZh9L9+0//ArSCX6LmNhtY1OD3LoIg7ABqgac0TVvX3EaCINwF3AWQmtq8m/F5tB8mk4EXXhjHp5/ubfb97duLmqRJBEEg8YIePPlKAmvGfYTd4yAkxEhSUhjR0VZ8PpkVK3J49llfo1l9VlYMqqohy/oD1lBUefjwzmRnl/Hee9u5//4hrZ7zLbf0Yel/9iEgomjg1+pnxZUOgWlTP+HTRVc364Q8e/YAQkKMrF+fR0KCDYvFyC239GXs2K7NphRVVaflP/fcj6xZcxRF0c/3/fd3MGNGd+bNu7xN2nVbSE+PJDzcQkWFG1nWsIgqLtWNigkzHqKoxIsNJ1aOFXia6RHUuWpZmZGUlDjZsqUoYH2inVTr0VcpChIGZAQ0lEC6Ut+LvirUELBaDVitBlwuPzExOmnpT38azW9+M5ScnCpSUsJbVPI4G7DZTKiq3nCstDe6oU8gVFVj//5SwsJMeJxeJDSUBtfRIIKsqohI3HnnwCb3w3XXXcCaNUdRFQXVLwfyFAKioGFCZv2q/ShKveTXsGGdWbBgN4qip4slSQhqwl54YSLvvjud/v07VoBaEARuuaUfF12Uwr59ZVitBr799gh2u7fFwAb6al2SCGYNamt9fPttDqIIq1blUFrqbNRi1BKsVlMjU+OG6No1KtBCUX/31mnSRlLfh2ownx0PudNOSwqC8J0gCHub+Zne4DNzABlYEHipCEjVNG0A8DCwUBCE8KZ7B03T3tE0bZCmaYPi4uKa+8h5nCb0gNT8je90ygwYUE/zLitzMn/+diZM+IgLL3yH48erA9R0lbIyJ16vjMGgF64baty53X5OnKghOTk0KFfVEEVFTlJTw9m6tZCiInuj93w+mfnzt/PKKxsoLrYzfXoPok0uBDTkQGATAQMaZlHG4/bx8svNpyetViOzZg1g3rzJvP32ND788ArGjctosVb2ySd7eP75daxcmYvXqwS88VScTj8LF+5l0aJ9bV3eFlFe7mLfvlL+8Y/NuN0ydr6q3v4AACAASURBVLsXj9OD3eNHxoiI3h9YQxQmPEjIKBho7jENtRn5xz+nkpwcSnS0JcBWE5rUhwSEQPOyQggO3aIlsPrQEJAVFaNRoKZGt06Ji2ssnBsTE8KQIZ1+0cAG+qrIYBADrhmtNQVrnJxmBF2we8uWwkB6V8bjlZEkaJgoUFT9yk66NIH77ms6wRo9ugsPPDCEshIHsqpfL0mEcKuAKBnIzbOz7eejwc/37p0QTL2rKo3EzisqPCQnn376sTUIgkBWVgxXXNGDiRMz2bWrBK+39QmBriKky2fVQZfy0ygtdfHkk6t5880tuN3tq3c2RNeuUYybPoBqonASggMbNUSQyZGg8zkE6vpnAae9ctM0bVxr7wuCcBswBRirBaYHmqZ5QZfW1jRtmyAIOUA3YOvpnsd5tB917swtoc4wNS+vhscf/44ffzxGcbEzQEOvIzzodbvc3Gpqalx4vRqZmX8jJSWc554by+DBncjJqcJiMTZaTUiSgNkskpdXw6FDlYSGmqiocAcHz88/zw707ugP1ZNPruGuuwZw+zgD73/rpEIJ19uKBQ2DoBBugdj4ULZta14eqw5Wq7HNFVdpqZNVq3IpL3cF0jZiMLVqMol4vQpvv72VmTP7tUuFweXyM3/+DrZtKyQ3t4riYgdDhnTCZktk9dETCFiDehc+TFjwIiM2WLE1ZqkKgoAtzEpaWiSRkZZgS4he69CQpPpBy2gyIvrsmPGSwgmy6aXLoDVIzfl8Ki6Xn9tvHxhMsf3ScDqdfD17Nvb8fMa9+ipTpw5k2rTuLFt2CFWVMZmEgHUSDRzm63rQ6lB/nRRFDfgK6pZSsTEWqssdWMwSggixoZAUpSL6Xbzz7rRmbVsEQeC3vx3GordWsv2whtUkIKvg9uv3hKyKrPv+MJeM1RX9JUkgKSkMr1ehqKheaUcQ9Gdp/PiP+fnn27Faz27NsqbG04gU1hJachqpe+/ZZ9eyZUsh775bX0drDwRB4O67h3D42WMcKjEgoJJCPgnUGzBLFgujn3uu3fs+FZwttuQk4DFgmqZprgavxwmCIAX+3xXIAnLPxjmcR8sQBCHowNscFi7cwzPPfM/EiR+zbNkBSksdwRx9neqS36/idMqUljrxevWB1OtVOXKkmptu+pynn/6enJxKKivdjZTEQcNqNSFJIocOVaAoGvHx+mrB5fIzc+aXeDwyVqsBm82EJMHbb2+n+7TLGZtShFGQMQoyZsGPVfKT0i0Zr1dp4mB+OqiTotIFkrXAwFQ3WOq/V1d7Wlz1toR//3s327YVkpISjsPhIzrayq5dxRw8WIENOxY8GPFjxo8JH2a8iEF3cn0A15lv+upMF7y2kJQUxqRJWUiSnlYEUBW10Wzc51ORDWGY8WLDjQVPYJ9qoE9JN5QNCzMzenT6GV/D08Hyhx/m5dBQsj/7jAMbdvG3YRN4La0zb789hX/84zLGjOnK0KEpPPnkJVx5ZfdAerulv4E+YNcRpWRZw273UW1XsVoNONwKgqaSFuXBJDu5/roLSExvna04sG8sggA+BfxKfTgVgR83lVNRoQ9xffsmBCYbBGup+t9LJ58cPVrNc881W4XpEOi18g/Yvr24Xa7xLaGy0skPPxwNljA0TWPuc6tJT32Z5MQXufnmJRw/3rzMXR0kSeS14u1M7e9nMNtIpCR4/UKTkpjx0Ud0GtTUiaAjcLamafMAM7AqMDj8HGBGXgI8KwiCH/0uvEfTtMqzdA7n0QpGjEhl1aqjzb63ZMlBvvjiUJOieGuu4A2hKBqffrqP2FgLsqwGU2Z+vxqsR8iyisPhZ+TI1GBwe/PNLXg8/kYkE5PJgN/v4/1/H2blzrdRrniH1ZvtxEVJxKYkogoSZcVO7rijab9be1Fn6pmeHsmuXSXIshqc0WuaTs/v0SMWo/HUdRXtdi8//5xP587hCIIQtGwpPFFFbY0TKzY0RAzIGJHxYsKHCTMKIhoGVEwh5karZkkSuPnmvlitRkaNSuOqq3qycMFuaqucgZpSQC0Djdi4UHx+lZrqKHwUImMKKH3KAWq8QHh8AhaLgaIiB2lpka1+n46G0+lky2uv4cLKNgZSQSygYS73IU67lSfWfsasWfV/26oqN+vX/z0gIXXy6rkpiUMU9RVfba0PW6KNThEqmdFuMlMimHr9MMZe13ZD8y33jub/li+gyqUzflVNV5mMjTISFhHCxo35TJnSjZAQI089dSm33/4lfr8anBgZjSJhYRbsdi8bN+ZTW+ttVwvKqWDevM289NJP5OXVdtg+fT4oKKhl2TJdQODB+77C7tLvGYAFC/aycmUOO3bcQ6dOzVaXgrhnxw5AD5BVubmoskx0ZibiWdQoPSsrN03TMjVNSzmZ8q9p2hJN0y4IvDZQ07Svzsbxz6NtvPrqxFbfr1shnC4URcVu9+Fy1UlGqUHlBI9HRlE0brutXyPX37IyZwvH1JtjrRERfLTid1w3cwiKNZrSCh+VlR5uuKE399xz5rO/rl2jSE+PJCzMFAi4dQFZT3GlpIQza9aAJurnqqqRnV3K7t3FyLLC118fpmfPedhsz5Oa+hobNuitFbrElUh+vh1PTSUa4MGEGws+THgDslASfsz4mNiljE4pUQGpJiGwmhQYMqQTjz6qF/tFUeSFF8ZxV5ctjJbWY8WLAYUwwU0YDlRnrT6QWsLowQGSKSCSGsJwYMJPbFwoKSkRmM2GoOHtL4nPpk5FAzYzmEqikfDjIJQCknjvRxO5uY37z6xWIwkJDdVTdCljkTompI46z0OdEajfd5FRZiZOvYABl43gklumc/G04afkQzbk0h5cfV1fQkNErAaZUJNKfJyVPgPTiImxUl7uDH72qqt68sgjwzCZJMxmichIC3FxtmAWIDJSD3IdiepqD3PnruvQwFYHn0/j+++Pcc/dX2F3NU4DC2iUlbl5+ukfTnl/giAQnZFBbPfuZzWwwXmFkv9ZxMa2bmlfJ811utA0nZzSEHWkErtdT82VlDgpK3MG623XXdebV1/9GVlWgvYbdb5REydmArq80Zw5l9C9eywHD1YweHAyV1zRo0PMEkVRr7F89NEu/H6FLVsKKSpyYLMZ6dEjlrvuGsjkyVmNttm1q5iHH/62wcCiceRI/YDs8cjU1Hj58MMd3HJLP3w+FcnvxI8JASGo36ibyQZ05yUTNz44nuf/ehlbthTy/PM/snt3KTabkZtu6sPvf39xI0UJTdMw7VvJpIQQ9pX2oVoWMYiqrori1pU3RIORK+fPx/Lsi3x+PI4Qo0Ji9zSMYREUFzuYPDnrrPX8tYTawkIKd+5mP905Thpm3FQSi4SCiEoVUTzxxHd88MEVwRaMd97ZFri++iBbp3tjQNWvotGEWxUCtVINVdF93wQBDh6s5PDhagwGPch07x7Dv/41o83VqiAIPDP3cnLyfTjsXkRJJD09krS0CPLyaunRI7bR53/722F8+mk2eXnVmEwSPp+C1yuTlhZJYmJom89ee7F+fR7FxY5gfbijUV7uRmrRv1Fj1aqzK6N1ujgf3P5H8cMPx1p9/+SU5Mk4kwdJ06C21sN7723nq68Osn79bDp1CmfAgCQmTerKihU5eL1q0G05MTGUZ57R00eHDlXw4os/IQg6XXzdujx27izmqacuacL0Ox1ERlr4zW+G4nAMQJZVzGaJqioP4eHmJs3LtbUe7r57GXa7l+TkUFwuP1u3Nia26LUPjYL8WrZuycfrVTDITiQM2KjFQVggARlII1LGoCnj6ZKVgMlkYPjwVJYvv7n16ynLaIqCIEn0sx5ljb1vYEDX/0h2u5eoKAtTbxnJ9JmX0uO1jXz88W6qnH4kn5vRo7swd+7YM7527cGJjRt5+4qZfFo1iTLi8GBBxoAVF1FUAiImQSE/v4ZNm/IZPboLVVVuXnxxPYqiIYpiwCVCCygcKhjNJsxhNlyVnsBEql5NR9PEgJKGnkWorvawa1cJjz/+HQsXXtUmQSguzsa99w5i8eJswmwGBMXHsdxKMrvFMmBA45pdeLiFL764jptu+pzc3CosFgNZWfGkpUVw7bW9Wu0fOx1s3HgCTTuzZ7I1iKKgCzecVOas49yGWM4dF/qGOB/c/kcRGWkNGBC2f1ujUcBgEHG7299/pG8vYjDoP2VlLp5++gfee28aAEuX3sTrr2/k3Xe343L5mTQpgxdeGEdoqF4PW7BgNyEhRqKjrbhqaij4/APKajTumjeHm2+8gKs+/vi0zulkNAxkLbEs65iVnTrpzav5+SenhRoMrkDZd59j6TaCzsmhaEdLMeHDgxUDYMGNhEKcwUFmZgxFRU5OFQazmaguXag+fpzREXs45E0m3xcLmh4EQiWRN9+cHFwNP/LIxcya1Z9jx6qJi7OdkrZmR0LTNL66734+rxhMrSEOq+zEQSgqIk7CcGLTK4eChHq4itWrcxk9ugurVx+lpsYb2Edd8NaDkizZsIWaA2od0Lj+Vs84raPqy7KKKAr8+GMeJSUOEhPbbnWYOiUL/6GtfL14Gx4/dIv3M73XOEzNaENmZcWwcuUtrFlzlO3bi4iNtTJ+fEazvZhnijoSy9kIbBaLLp1nMwl4qpsaxgnAg78d2nTDcwDng9v/KC69NI2EhFCKix3tfij8fo3QUCNer4qq6ixCs1l3DmhPwFNVDbNZYt26441ef+ihi3jooYuafN7tlsnLqyE1NQJXeTmb33gDgBAMlKhx7P33v8lZvZrHTsOM9HRQXu4KDJb6AGu3+xq823RwNeMiI/djqsY/Tt7RsgD9X3cKsOLBh5H0ERdRU+Ohb9/2WcpM/Nvf+L9rrkGpqWS2+TOyhXSOC10YPvs6Hv7j5YE6VT2io0OauBn8UnBXVnLsSBllXIpN8FAixJ50D+qa85oKZWUu5s5dj9crEx5uCWQUAmuGBtvIiobXqwT6sk5uEWjwOVkn5IBeh/P7FQoL7W0GN7vdy+5lq1B2fMvN41KRjEYUv5/cLxcTGRdJ+qhRTbaJjLRw5ZU9ufLK9ju/twdTpmTx3HM/4vH4kWWt0YTVZNIJRkajGHACqX+vrZVeTIyVxx4bzt/+9jMupw+LUcYTbHvTNxw+LIF77mldhOHXwvng9j8Kq9XI++9PY/bsL6mq8gT7uiIjzRQXt71qSEoKw2o1UFbmIjRU94pyOn243U3V1Rui7oGqI2WoqnbKzDG9SG/A71fZ8eG/AP0RqyQCD1ZWMZaYokq2fLmGwdNbl9bqCAwenIymacEaYXO9UvUQ2MzFlMuHeLi/h/xjPSjef4hIqvBiwY+BsMQkItK6IEliE2+xttBl1Chm//QTG199lYoDBxjQpw/DH32UiHNQ3UcymfAHhh6vakLWJIwo+IJMz5MJO/DKKz8TE2NF09STZMbq4fH4m92+HpruOajqhq+KAvHx1lbvP59P4ZNP9rB27XEKNv2MKqQRedSA1w82s5GBnTph+3p5s8Htl0LPnvHceedA3ntvRwNbJOjXL5EjRyqorfUGLWnq1IJAb1fwenUWsCTpzGRFUZAkiXvvHcR99w0mIyOagQMTmT17KbICFlEPoF07mXhh7nimXz+oCcHqXMH54PY/jMsuy2LHjrtZsmQ/FRVuxo3rwrx5W1i8OLvVBk/Q0xXx8TbKylzBYv+pNHrq6STdk8xkkpBlldmzB7BpUz47dxYTEWHm4otTSU1tmiozGPRB/4svDuB1OvEQwlFSqSUSCy4UJOyE8cidC1h44aCge/bZQv/+SUyalMnXXx8mJMSIzWbCbvcGPO1OtgfSV2k5dGP5mjK+WHY38+ZtpqrKTWWlm5ISJ1lZ0QwdmszRo9UMH/4+druP7t1jeP75sVxySVqb5xPbrRtT3zr3jTbMYWH07JeGZaMLB/qKUg9JWou0BUGAigp3qysNWdbvrZacAxv+PTRNX1kNHdq5WUKJqmrs21fK3Lnr2LmzmMQYA7XlTgo94aiCxsB0gVoFPt9poai0ita5x2cfL700gYkTM/noo114vTJXXtmTa6+9gNtvX8qiRfswGERsNhOi6MXlkoNtElCne2kKqMEYuPXWfrz00oTg++PGZXDkyIOsWHEEp9PP5MmZREb++makbUE4XYvzXxKDBg3Stm49L2LyS+Czz/Zx662f4/errdbjMjKimDdvMvfeu4zycjchIQYURaWiwtPiNsnJtkATtBYQeTVw9dU9KChwsGHDCQA6dQqjT594fve7ixk2rHOTffj9CosXZzP3xqcpIBkPFqx4sOEM9Id56ZJi45rHb+O++wY32laWVZxOXf/ydBQXmoPfr7BkyX6WLMnG79dnzRs25FFR4aahCkg9NCIirGRn3098fCjHj1ejaZCWFoHRKHHXXUtZuHAvFosBk0nUxWcNEt98cyODBze9Hv+tqMzNZc7wmSwquZAaLQwBFRWpgd/aqaG51FodU7KZTwf/FxlpZsaMHvz2t8Po16+x3qOqarzxxmbeemsrOTmV+H0qagPRb70eKBBiAptRxmw189a/rueyyxozac8FbN1ayO23f0l+fm3gOukTS6PRQFJSKL16xWKzmThwoJzo6BDuumsgU6Z0/7VP+5QhCMI2TdOa7QM6H9zOoxFkWeXii99jx46SVl2qo6MtbN58JyaTxGOPrWLdujxMJonk5FA2by5o1EogSXqKZO7csQwcmMTWrUWUl7sYOrQTI0e+T0lJfSpTV98wM316d956a2qLzLJ7e17J2gMSFcRiwROcrXsxM+3OSZjNJv7xj8mAPtAtXXqQDz7YSU2Nh7i4EO65ZzCjR6e3S0brVLFjRxEzpi3geH4tdS7WoK/dREHEZDawbNmNjB3btdF2FRUusrL+EQhs9YN8ZaWbUaPSWLr0xg4/146Cqqps21bErl0lxMfbmDAho00pL7/Xy9JX/8UTf8+noEoiPMpKebm7UV2oDnXkp4YkqDrNyTopOUGobzeRRF078mTpsjpkZESxcePtzTJsDxwo55ZbPqeszEX+iRpUVQ2KTesIHC9wnJiYEC4ekc4rr0xo1p3i14SiqMyfv4MVK45QXa3rh6akRPD448PJyIj+tU/vjNFacDufluxguKurWf/CC5Rl78eVMoSy5OG4PCqDB3dizJguv4gX1pnAYBBZufJmpkz5lH37yhqJIYsiAZFkXYvQZjOSmBjGJ5/UOxrl59cwe/ZScnMrqaryYLUaGTq0E1arkaVLD3L//cuRZZUxY9J58cV1jQIb6LPw6movO3cWU1Bgp2vX5geLEU89w5aZT1OjyOi67rreeEh0DC6XSmpqPYFiyZJsnnhiNU6nD0XRMBol9u0r4623pjByZNvpvvaif/9Errm+L6++ujEwMOoQBAmjSUQUhSYED4CdO4uQZbVRYAMwmyWys8s6/Dw7Cj6fzN13f826dceDTfhxcTY++GA63bvHtrid0WzmqifuYtrvFRYs2MPixdlUVLgoKqrl+PHGYtp1vWqRkRYcDl9AFKCOKKFHtKgoC263H49HwWzWHQ40rfnJy6WXprXYOrJ5cz7V1V6qq90oanPBsc5VQdeaLKvwIssyS5ceQpZVdu0qIiEhlKuu6sXQoZ3OygTqVCFJInfcMZBRo9LJyakiNFR35D5Tq53/BpwPbh2ItX/5Cz/MmQPAAbqxDwkrG7hgxlTy8mrZvLmAOXNGnrFlytlGZGQI338/k2+/PcINNyzG4dDdhUVRCFKoIyIsVFd7m7DMOnfWPcG++eYINpsRSRIpKKjlyy8P4HDUK4zPn7+rxeNrGhQU2BvN/PPyavj7339m9+5SevWKZfjwFC646VbiDh1i57YifJIBMTwBv6Jy/HgVv/nNkMC+NP7yl/Xk59tpyLKrqnLz8ssbzkpwEwSBZ54ZxbZthXz/vc4E1ScGemUpIyOKXr2aOl1kZsYEaOoNm9g13G6Z1NQIvF65w3ukOgIffLCTtWuP0rlzeKD/TCUnp4px4z7iqqt6cscdF9K7d8sUeKNR4rbb+nPbbfVqNR9+uIMHHliB06nfM4IAEREmunePoaDATnGxA4NBb5AOCdFXuhaLkfh4G5qmTwh27ixp6ZBERbU8uJvNEl6vjM+nNLHJaQ6qqrFjRwknTtjx+RT8fgVF0fjxx+M888yoXz1dWecakJUV86uexy+N82nJDkLumjV8PFZvhPVi4hsmYcOhrygEgRFPPMGJAge33z7wrAyo7YXHI6NpWpuB9rHHvuW993bgcskoiorFYiAqykxGRgzvvjuNzMymqQ1V1di1q5ifftKVE954YzPV1b5m9t4y0tLCOXr0IQRBYP36PKZOXUhtrTfY3xQTY+GKK3pgt/vYtq2Q0lIXggBRkSbCXAX0MB3nsnGdKe15JU8++UOgzqCvmgwGfbYfGWmhpORRNE1j164SCgpq6d07vsP0FcvKnMye/SUbN+bjdssYDAKpqRG8/fZULr44hZISB+vWHef48Ro6d9ab2G++eQm7dpVgNIoIqoIj0FqRFePmolE9mPOX6XTrdm4NUhMnfkxxsQOz2UBhYS3Fxc6gCIDNZsRoFPnzn0fzwAPt64eqrHRy2WULOXSogs6dw4mO1kkMBQW1jBiRyhNPjOTEiVpuuGExbrc/kArXXQB6945nx45iFEV//hqKEkiSwN13D+KNNyY3e9zCwlqGD59PRYULp8OP2kb9DvTJS8O0qP6aQGZmFHv33tcuPdLzOHWcT0v+Aljx4IPB/9sJQwOkOoVyDfZ9/gVVVR7eWjkf3+x+XPqHP7Ro0udy+Vi79jjR0VaGDu1YEkFlpZsFC3azfXsxAAMGJHLTTX2IiWm+5+nOOwfx448ncLn8AX1DPTXUr18C6enNBwFNU/n882zefXcHlZXuNpmXzWHw4GQEQVfov+mmJVRX6827daolZWVu1qw5yuOPj+DIkSoyM2OweMqo+H4pGho/0o1lHxpQWIaCnn7yenUpLwF9gPO4ZcrLndxxx1fs3VsaZIdNm9adv/513BmTTvTU3BV8910uu3eXkJwcyqRJWWRmRnPkSCUvvLCeo0erKCpyUFPjobbWi9/vx+fT1fzrFO4NgkJZlcZPyzbzJ1nmvU9mnVOrfyXQY3bkSBU+n9wokFgsBkRR4Jln1nL99b2JjT11FZnoaBuff64rfeTn11JUZEdVITU1kjlzLsFmM/Huu9uw233BxmxF0RVINm8uJDLSRHW1D4NB76dUFAVF0fu3evVqOV2anBzOzJn9ePXVn6l3hmqYnmzO5LbpflRV4/DhShYt2svNN/c75e99Hh2D88Gtg1CVW+/cY8aLhoAPI2XEYSeMwwcUjGjEkMv655ex4eWXuXvHDuJ7Nm7wfOGFH3n++fWBeoHurfbvf8/g8svPnMEkyyovv7yBsjInKSk6TX7v3lJeemkDzz47ukmtB3Slhb/8ZQzvvrsdt1vGbJZISgrjd78b1mxflyzLJCe/SllZ6/1urcFkEggP13UODxwoCyp/1DXfgj6gHjtWg8Eg0rdvPCkpEfz43IcIaOSQQRlxSAFXtJOJ4Rp602+Excejj37H3r2lJCeHIop6PXHJkmx69ozh9tsvPO3vUIfY2BCuv74311/fu/74msbHH++ipMRBWZkLj0empMR5kuRZ/WAqaxIOrLh9Jjyrc9iypfCUWgOag6Zp5ORUcfx4NWFhZlJSwjl0qJz33tvBzz+fwOdT6d49hmuv7c3VV/c6JTHlyZMz+eMff9DriyetchwOH/HxIVRXe/jqq0ONFP5PBZ06hfPNNzfx9deHOXKkkshIM198cYDhw+cjSbqgts5SbbptXbZAlgm6edtsRsaO7cLUqa0/T/ffP4QVK46wc2cxZrOEz+PHexq+nZoG7723/Xxw+xVwPrh1EAxWK4pHJ1+E4SCOMnbRDxEFIz5kJJyEUEwSF7AfvF7+OWIsvzmcQ1SU7qS8atUR/vjHtQFbExFNU6mp8XLllf/Hvn33kJnZ/GzT51PYu7eUoiI7SUlh9O4d32yg2r+/jMJCO3FxIezaVUxJiROLRfdN27evtIlGXh3GjOnKhRcmk5NThdkskZUV0+z+Ae67b8UZBTabTSImJjQ4eFdWupsduOpWcDExVt3SpLAQVZFxY6GcGARUjPgDwsQnmX2iMxczwmpY92MuiUkRQeFlg0EkIsLCJ5/s65Dg1hycTj/HjtUEViIaBQW1tNSZVXfGYmAVV+vS3cJHjkxtN1FBllXef387GzbkIwgaZWUuDh2qIC+vJrBS1JGfX8uRI5Xs2VPCX/4ytpEFUXO4665B/OlPa/H7G6tjSBINGLdCsI7YXlgsRq66qhdVVW6GD3+fEyfshIYaA24TzQe2hpAkgfh4K3Fxodx0U2+uv75vs32UDREXZ2PixAwOHizHYjFiMkl4W2lzaQ2Vlaf/PPzSUFWV778/TnZ2KQkJoVx+eVabf/9zFeeDWweh/+zZbHrlleDvncgnm17UEo6MAQmFWMqpIYIiEskjjZLKBPbftpCeAzOYPXsAf/3rT0EPMd0tW0QQVHw+hWnTPuWHH2YFvc/qUFPj4aWXNpCXV4PD4UWWNbp1i+EPf7ikkcp7aamTZcsO8fPPJygocKAoKjabkdjYELxemZUrc1oMbgARERYGDmzd1BFg0aK9p3zNYmOthIWZOHGiFovFgNVqxGKR6Nkzlquv7gVA9+6xGI0Cfr8WtHzRNC1IGrjkknTWrTvBiYOVqAg4Av5oRvxBU5SGwU0ARAFMRoEeCTLHCxRONhQwGMQgkaGufrhhwwkEQeDii1Po2zfhjFQZTCYJSRLw+dSAzY/QpgSa3hMuYDJAba2X/PzadmtCbt1awPr1eXTtGoXHI7N7tz4hahjYQE+xFRTUsmdPKZs3FzB6dJdW9xsaaqJ//0Ty82uoqfFRWekO0vQ1TV+9hYQYmT791LMPB7/+mqV33IGrtFS3SenWDdd1r5Cf9wPZ5AAAIABJREFUbycy0hxMGdtsRuz21pdUiqJRUeHBaDSwaFE2kyZ1azO4AcyaNYBPPtlLaKgJo1HC6y3B4Wifnqoo6s3+/w1wuXzceusX7NxZHHztlVc28NFHM1plvZ6rOB/cOgjj585lz4IFuIr1G8MTkFSy4cSIHxEVL2bcWNjCIAQgnBrCtWrKypy89NJPFBY6AnvTmjRRHzhQQf/+b7Jo0TWNCClffnmQw4crOHKkktJSJ6Cxe3cxBoPu8wWwbt1xHnhgObt3lzY6Z7dbxm73ERcXwvbtRXg8cpu9SW1BPUUl5h49YhgwIImkpDB69Yrhu++O4nT6GT++CzNn9g/OFpOSwpgwoSvLl+c0EsQVBLj55t5ERFh4/PERLF6czVvLlqGoEib8hFKLnXAklODqzSgJhFvBZgavX2N/sYnCEhdH85wYDAKhoWbS0sJxOPxcfXUvNE3jlVc2MH/+TmprPVgsBhYtCmf27AHcemu/06Z4m0wSY8d2Ydu2QtxuvZbpbWLx1VhnQ0HAoCkM6B+LxaLT3NuLlStzKS2xk5NdgM/nx+EWcLnqm8oaNkT7fBpVVW6OHKlsM7gB3HprP55/fh1ZWdHk5FRRXu5C08Bo1D3nXntt4inLrJUfPMhnM2agyjJIEpqmUbF/P18+/yGSbUCjWqjuj9b2tfD5VMrLXfh8CnfeuZQ33phMRkY0UVEtK2106RLFI49cHGjp8BIWZsHl0qXp6m5zi0VCEGhRUzU2NoSHHx52St/7l4SmaXz11UG+/TYHURS46KLO5OZWsX17EZ07hwUzGSUlDh57bBVffnnDr3zG7cf54NZBkIxGHjlxgm8eeohdH32E6rKiCiGEyPVG4yZ81BBBLeGkUABAeHIyYXE2jh2rJiMjkgMHypv1UhMEqK3xcO+9y/j44yvp0iWKyEgL69fnsWlTQQMFAv2z7767jYEDE1mxIocFC3bh9ze/NPB6FRwOH0ajSEWFq01H3bZwySVpLF/evL9T796xpKdHccst/RgwIBFJEklLi0CSxFZTgIsXX8f11y9m5crcYB/Y9OndefPNqQBER1u59dZ++PeN5NO/f0Ul0bixYsOhW6kYbHp6TFPx+UFVIMzkY1txOF6vvr6TZY3qajfV1S4SE2w88MBgPv10L3PmrA5eO6tVoqrKzZtvbmXMmC5npKZ/9dW9yM2t4vXXf8btbsm8si7AaZgEhWF9bQwaM4Dycle7pcVKS50s/yqbgiOFhBhkHF6RGo+EptWnCk++5wwGMei11xZmzepPYaGdhQv3EBlpwWzW5dlmzOjOHXdc2KRlpHDHDr66807K9+1D1TQi09OZ9PrrZE2axNcPPogqy0im+nSYKoqE+ktQfV78fmOQfSgIAiaTCGgtak7WweWScbv1+uaf/7yWmBgb1157ARMnZrQ4UbnnnkGMH9+VlSv1ezox0carr27k4MEKnE4/VquRiy7qxM6dJRQU2Btdw7S0CBYvvua0Vm6O8nKWP/AAx9eswWiz0X/WLEY8+SQGw5kP2aWlDqZN+4QdO4qC1+y997YiSRIpKeGNvBHj4kLIzi6npMTRbG/muYzzrQBnCd98c5gnnlhNZe5R1NpyAHyY0IAIaulEIVjDGHz/A4SEGMnPr6VvppnfP7UJWVWpN0nXTvpXJCzMhMEgEBJipKLCjcdzetYzdQgLMzFhQgYffnjFGTeZHzlSyYUXvkVtbePZdESEiSuu6EF8fChPPXXJKc/iG6K01MGxY9V07RrViHXndHq44cLH2HRIQdEEVCQ8WAmxikQmx1NZ6QVNxe/zo8kygigSEWmhpNwbqAk1HtgsgpfnXprCk0+uaZKyA71H6pNPrmLixDPvX1q9OodZs76koMDeYu3IbIIbb+yL0WTA45GZObMfY8Z0bf7DLeCDD3bw7tz/UFSpYrMaqHFBaQ34FGiO/SdJcMMNffjb3y4LUvBPBVVVbnJyqujcOZzExOYHw9VPPMH6F15o9r2sadMo2bWL2ry8RsENoMgbxpdhd+CUIoKpXbvdT2ysNchubOzM0DLi40OYPDkLWdZ4+ulLm21paQmapnHiRA07dhSxYUM+ZWW6O4TJJFFSYsdmMzFr1gBGjTo9BRxHcTGvd+kSrOEDIAikjxnDzO++a/f+TsaMGZ+wdOmhFu+3lJRwUlPDMRgkVFWlqMjJ+vWzzsngdr4V4FdAamokvXrF4c2IZMuXP6DKfuIpQUFExsgJUrCmDWTVqlxEEWSPlx3fFCBhQW5W+rVexKnuAa6q6hi7ellWGD++a4eop2RmRrN37/384Q+rWbHiCJIkMnp0OhdckEDfvvFcckn6aQU2gPj4UOLjmz5gfx49kw0H4zAjEyIqaKqKCS/WiBQmTsxi+fLDRIZK+FUBg1EiN7eK0gp/s4ENwKsZePmFH5oNbKDXkE4lFXYqGDs2g59/voN+/d6kvLx5wkJScgR9+iYSGmrm0kvTTqnPze/3s/aPf6Ro2zZie/Zkq3MECSYHxIRzoAD8ChgkUFQN5SQVD0GAiRMzeP75se0KbABRUVYGDWp5m+Pr1rUY2AAOL11KZFbTSYOqqsQLFTx2QySL98dx+HAlPp/K0KGd+Oc/J9OtWywjRqQxffpCXK62J3vV1R7WrTtOQkIoGzeeaFdwEwSB1NRIUlMjmTZN77U0m6UOa7D/17hxjQMbgKZxbPVqclevpuvY0zeWLS52sG5dXoPA1nRxc+JENT6vTFa3GMrKXPTsGXNOBra2cD64nSV07x5D//6J7NlTytW/mUH+pk3k7PSTYiylNHogJSQQEmalstJNWZkL1etFxIxf7RhB3/YgPNzM7bcP7LD9paRE8OGHV3bY/lqDo7ycDVurgHjMkj6oCZKIRfHhKK9g6SebqalyUIaIiohoMKCZQlrVzdSoo5E3/7fw+zWGDu3UYd8hOTmcgQOTWLnyqH7+Qn39S9MICEk39bdrCeUHD/LOwIFUuUQKSEJeVUAeB1ERUA02JDkBEwqgEWGwkNU9miNVoURGWsjKiubJJ0cyZMjZEWledv/9bX7GUVKCIIooPh+CJOnDr6JgCg3l3nkPcy8iZWXOgNVSPWlq9Oh0Bg/uzMaN+fh8Jwe4xoxZg0FCEATKylwcP15z2t9HEITTnqw1B5/DQfn+/cHfNUBpIC/38bhxXPvFF/ScPv209m+3e3E661a3LXowUF7mQJREOncO569/HX9ax/q1cT64nSVIksiDDw5lzZqjrF+fR9aoEdz1p5vp3DmcuXPX09MgcvBgOXa7F4NBoLJWb/v+NdC2F9m5i9LduxE1GU04+doJKLJMbVU1XqyoiLqEsayhyh4QWrr1NQRUTGYjHrn5h18U6XA7nUcfHcF33x1FVeuDGuhB7uWXJ7RrXwunTuWYK4KtwlA0TUVAw4ENFyHYZAcGZEz48WAmWi7Akp/HxCtv48EHhwQZs76AL5/J2rHWJlWHDzd5rZoIDtCdcuKw4aR77UHu/+Rtlt9/P96qKhAEItLTuXnFCoxGvXk9Obnp9ZckkQULrmTGjE/Ztq2oGUfu+gBnsUhIkhhU3TlX4K6sDLJVNjOQDQzHRQgm/PRhF2P5nsXXXssfmjKQTgldukRhNEp4PK0TvyTNz4QJXZg3b8o5r4fbEs6dv+r/D2GxGJg8OYvJk+vTLLt3lyCKAp07hyPLCjt3luBy+WjZYPHsQRB00oDZ/N8rDRTfty/dDbnsUfrgV0WMom6+6MGIGQ8GfNgJx4CMiIaCiIIYGPNE6lRA9OuvN3zHCrVMu34M77+/u9lj9uoV2+FiuGPHdmH27H58/PGegJKKrkX51FMj6datfTTsspzjbBcmYNVcGNFn6WHYyaczPsz40AerGCqIoRJPjYbX5SYy0kL5oUN8OmMGFdnZ+DBSTiyR6V145Pv/Iz49+Yy/p3ASIaKWMH5kZMCN3I0HMz8zjJuSh/F4RQV+v57+rQtqbaFTp3CWLLmOCeM/JC+3HKNBoqZRm5ke4NxuGdCIj7dxwQVNdT5/LYQlJ2OOjGRjdRrfMR4RFTNeFCS2Mlh3vfAtx+PxYLG03WB/MgwGkRtv7MPbb29v5VMaFlFmwpjU/9rABi3lXc7jrKFuxi/LKuXlThwOX2CW3rJ7cGN0zKBqMOhOvAA33tinQ/b5ayA0NpaLLs2ij7YbD2bsagh21YqAyoVsI5YKTPhRkZCRkDEAGkaDQOfOYYRaRQQUbNQSQwUZIZW89ubVvPrqZDp1alpnsFoN/OlPozv8ewiCwNtvT2f16pn8v/93MX/840h27ryHp59u/7GqiUTBEAxsoN81kVRzAftI5xhJFBFHGRpQSwSGvO0kJ5j5YNQoKrKzKSKBb5jIZobw7bE4pvZ4iG3bCs/4e6YMH97o98NkAhCKEwkVC17iYswsWbIfWVYxGo2nHNiCx0iJYMroeLyyeFJgq4ffLxMWZqFnz1gGD25firm21ktxsaPV1PbpQjQYGPbww2zkYkQ0zPgRASMKRvwcpAdOzmw1/frrl5GZGUlrwgGJ4TJjJvQ4o+P82ji/cvuFER1tZcqUbixevI+NG/V2gHrCaj31W4dIS8FMkuqFWk+V8Fon7hq07NAELr64E3PmjDyt73Ku4OZvVmC+7nrWLlvOIV8qRrNIF98BErQiNASO0QUzHlyE4sSGhILJbCEiwoLBICJUuEhPT6Z//0SGDOnMNbMuxGSSOH78d9xxx1KWLNmPqmqkpUXw8MMXMX362XnoRVFg+PBUhg9PPaP9RCTGQaF+U+jpWC3gci0QgpvR/MAeelNKAgIqqRznquEXsOtf/8JVVIQHM1sYjBkvJvSVk99r4LnffcL8L+9rtTesLUz95z/5e1ZWMPVWRTQWGqfY+l09nSq7D4fDd0ryXyfj22+P8N6nx1CauKHXQ5bhyJFy5s4dQ2xs87qqJ8Pt9vP3v2/iq68O4XbLJCWF8vDDwxg9ugsulx9RFNi2rYjNmwsICTFyySVp9OzZ/lX+sEcfR3nxL0iOxrY/Ego+zDjEiNNatdXBYjGwZ8/93HPzv/h4SV4gd1F3jiphkofXX5/UItv1vwXng9uvgHHj0nn00W+prGyOHSfQ2upMFGHOnBH85jfDKC11cPRoNTff/B8URcFiMSLLaossSlWFpKRQ7r13EG63j7FjuzJ6dJdGfS3/LfjPbbexa+EiiuRo3DFZTP/LU7z4wUhCQiQ81dW8lpwMoome3gPsph8+TAgBEoVBkggJMRIWZiImxoogCAwYkMSf/zyGlJTw4GAkSSIffHAF8+ZNpqrKQ1SU5b9CiuiuJfNZOfw5DqsZKBgQ0AinFgseOlGIFTfRlHOMVLxYsGFn+CO/Z+vLzwNQTiwKUjCwARiRqS4sIju77IyCb1TXrty8ahULJ09G9XoJp4YSEjDiB1HkgmuuwRgZi6XWi83WfnFoVdV49NFVAR83idZWJ06nH5vNhKZpqKrWplD2Cy+sZ8GC3YSHmzGZDBw7Vs2sWV/Sv38iFouB3NxqjJJKWHk2tUVFzDfauPWOYTzw8t2ndO6rn36a9c8+iwYYuBsX4RioJ8YoSBjwM+Olp09pf63BYjHw4eLb+cPeYzzymy/ZtLUMFIWB3Sy8+M9bueCi3m3v5BzH+eD2K+C559aRl3d6DC1BEJg9eyCxsTZiY2306pXAuHFd2bSpAFEUGjChmofL5ePqq3vRs+e5U2doL/7WrRtlh4+ygYuoIAapXGHPXfNYvrqQZ16aTkpKLLE9e1KWnU2EGS71rmU7AwIKMaFYI0KJiwvBbDbg9ysIAtx2W/8WJZlsNtN/RVCrgy2rN5lX3kDZ6t14ampRVZVCEgnByddMopIoqonSpchQKZZSGTriY/75oC7irbUwuQqJjj5J3Pn0kDFmDE/a7WyeNw/LJ9/wVV4n4rLS6XHpYLw+XWvzppv6npZNTHm5ixMnagkNNQYskhq21TT+Xoqi8d13R/j3v/eQm6uLLQwd2pmrrupJ797xjVZc1dUePv98P7GxIVgsuq6l3e6lsNBOdbUHURRwu/0IXieh+OmKHTMVvP9KJbbC7aTf+TjHjlXTqVMYQ4d2biSNB3Bo+XLWP/ts8CwvYiPfcBleTJhFDb8KsmDipht7MP7hm9t9XVpCRu90vljzW1RVC7B0fz1j1Y7G+eD2C0PTNL7++jCy3PZnm0NKSjjp6Y3dqX//+4uZOfMLRFEgJMRAeXnLQq0REaZTVp04F1G8cyfVhw9zlEwqiCGK6uB7+5ct56M+6TzyyBAu+dOf+Pahh3AWFNDNcJwEqvF3H4V8yTBWrMjB51MoKrKjKBpTpnQ7bZX9cxEbNpzAEhbCLQ9MoLLSxU9rj3Awu5hK1Ua1lIhP0Qd8CQXJaCEyykJJiYMPNyUxOC2NmOOlCGgoSEh1KwejhdiePejRo2M0BiWjkYt+9zsu+t3vmH6gjEWLsjl2rIqICAuzZvU/Jcmv5mA268xfRdGwWqVAz1vLA/bbb29HUTREURdo3ratiC++2M/99w/hzjvrVXOKiux4PArR0VZqajycOFGrO3UrUFtbT60XMOAjCjthRFGNGQ+vf1JGH2ELYeEheDwyy5Yd5oknRjR6DhffdFOj8+rPbjTgJ0biEqOISY7mttv68fTTo07rurSFM9FKPVdxPrj9CjjdQrQgwLPPNiUYDB3amQ8+mM5rr/3MgQPlGAz/H3tnHl5Feb7/zyxnS072jSUQCFvYERAEFBAQAUFlEaUqUsR9QdvaRatWrVZtLfpty8/SaiuCBTcEFFE2RWQHIawBAoGQfU/Ofs7M/P6Y5EAgCQESSGA+1xVNzsyZeeeEzDPv8z7PfQsEailjf/TRARe0jtFUWP+qnjrLpA0huKptMznzWPOfZTh/PxofJvbRjSzxWjr178bDz9zMqMmDEASBffvyWbLkAC5XgNGjk7nhhqSL9m5rSmRlVWCz6T5qmgY5BX7C46IpK/NiMWn4KqqerDQCfh8VhW4QJNavO8q8nzbz4bhx9P5pN7vpo6fIrDY63nwzd9/d+yzh7oYgJSWOF18cRiCgIknCRc0eIiKsDB6cyNq1GUREWPB4XLUqcWgaZGc7qq1Zi6JeMPLMM6sIDTXxs5/1CvrECYJGTlYZeVkllHtU9LRn9bFqyGiAF4kiopBR8SNjKUwnoZPeq5iTU8HHH+/jnnExfHLXXeSlpnLm064A9CWVvqRib9mWX544fsGfydWKEdwuMYIg0KdPAocOFZ9jv7MLRYYPT6q1snHQoDYMGtQGgE8+2cvMmctwOE6tmQgC3HFHV3796+sv7gIuMxFt9GuUKxfXT0dDoCT9CE5sfMPNFBKLqCpkby3iwAs7eZlIpkzpRvfu8XTvHn85hn9J6Nw5hs2bTxIXpytS+P0KJpOIqqi4PG7AAggoyIgEUFQNUVDxFBdhDg/nkZ07mVLgZNN3BygsDdC6bSw9eybQqlXjzvgbqtfyvfduZfz4/7F/fwEhISY8Hr3sX1HAbBbRNF2HsqZCLFXV9VZB4/nn15GTU8EHH+ymrMRFRYmTUmeVR2DVrbP2NK0fEwoqfkyo8qkHyoQEO5vXH+L4U09QTjhmoomlMGhufCYt+xhecBeCoS15GViy5ACTJn1c4zZRFLBYpMo+nFPExFg4efKXWK31W2T/8ss0/vrXzaSnFxMTY+Oxxwbw85/3aZbFI6fj8Xh4w2bjOG3YTn+iKCWATBGRlBNBMkex42AbAwhFV3D3YEWMTCC6ZSw7dz7UpJp2GwOn08dLL31PQYETh8PLqlXHkCQoLXZWuiTIVPX4CWiY8SEIIv3sGbz7/h1sLm3HokV7KCx0I8sigwe34bXXRmC3N5wSR2OjaRqbNp1k374C+vVrQd++rcjNrWDr1iwefHA5eXmuOt8vCHrRhcUioXi8KB4nAUR8mKirivkUKiYCqAhEUM7PHh9DTEyorku5czffrdhNuFoSPEoILgaxiTAcZx3pGaeTkJD6VXRebdSlLWkEt8tAXp6DLl3+TkWFN/j0WBVzOnaMZuLEFD7//CCZmWXIsm6P8p//3Epk5Pn/A1dVtdkHNADF52PprFnsW7QI1e9HRWAPPdhFL06SiIIZARURpbKE3YMZhSJiguokmigzY3pP5r13+xXxmdRFaamHlSuPsGHDcb74Ig1N0yjMLqoMZxoKpx6SJALEUMwjbTcQP/kh5n4r4nT6guXtJpPIxIldeeedsZfxihqGnJwKevX6fxQVuevVQiMKYNLcWAmgoVJOKKfag2vvTTXhxYoXD1ZCLRJ9BnWksNBFUXYBruJybFTQmSMIlTM/JyGE4WAo608dVRS5Z9UqOowYcXEXfQVjBLcmhqZpTJnyMd9+exS/P4AgCEiSQExMCIMGJfL++7cTEnL+ZdBXMn9u0QJXXl611xyEMt/0AA45mohIG+7cHAKahpNQzHjQkFGrdPkkE4oGUeEyCz6+m5tu6nCZruTSs21bFtOnLyH9YHZlF6WASAC9VlLAhpdIwUH3yHxCB41n5Xe5uN2Bajf/2FgbBw8+TkxM85pB5OY6WLPmKGvXHqO42E23brF8+GEqmZkV534zUJV2FFEJxYEbC4Ggu3tND0gaIirhkpcAMoogExUm4tIslXqlVV1lCq3JpgPHgmcpJ4KbWEUoLn62bh2dhg+/uIu/CqgruF3Zj69NFEEQeP31UXTrFkvr1uG0axdJcnI0KSmxTJ3awwhsZ7Bl7tyzAhtAHrGU+S1I7hJ8JcVYo6MBAYkAPmwEkBBR9Ru6IGIxiUiKj08+rr9b+JXAtde2Zt68CcRFWwjFgRU3CmYCSGiIiCi4hRB2Kz3YvrcsaGAqiqcyCoWFbjZuzLyMV3H+HDpUxK9+9S2//OW3fPjhbr788hBvvrmx3oFNr2vRHwdUBLxYK42HFaqk2nS0075U7BYNnxSCJploG+mjZ7conM4ANquERdA/dRDIoSXlVF/HrGrDSB48uMYx/f3vW+jR4x8kJv6VsWMXNohqzJXKlb340ITp1CmGjz++g/fe+4n9+/Np2TKM227rct4+XVcDGyorJM9EL2jX/+v2+CnxuEEIR9Wqbjy6t5soScgSJESAx6PhcdXP8+tKQVU1vvkmnaQuiRzc7ibgp1JjXkBAxYkdu82CH5miHP3Gf3rPkyDoxRdLl6YxYUKXy3gl9UfTND74YBd79+ZTUuIO9qY5nfWzKjKZwGSSK2ew+mzLh4kQ/LTlODIBjtOOQGWTfBilxFBMeKgJa3QcsXaNQW3L2VDQlqxyE4IAJrOEzwtipVqMishJWmPFg4ZIPPmE4KTr1KlBLzuvN0Bqah4tW9r5y1828d57OzGZREwmiR9/PMHYsQtZvXo6vXolNNpn2VwxgttlJCkpkpdfvhFN066o5smGxu+uuW8vgQJsuPBgw49JD2daAEmSsZrA61GJsAvYrRBqBQIBnKKJCbd3u6Tjv9wcP15KVlY5I0a0I23TLmTMlYURAgIaErpwsqhVFZvIqKqIIJzKSwqCbpfSXCgv93L8eBk5ORUIgoAgUGdgq7IZEgS9YjI+3l6ZlvXgdnkrU7kqnaQMblS+JYJy8onjEB0pIwozPoYNSuDXn75O6eFDuIuKiGjXnpz3szm2JqNyDAKS2Yzi9SEiEECigNjK9JlGOXZKBz/I1MX/BOCtt37kzTc34Xb70TQNtztAdLSVkBA98NlsJoqLXbz44jqWLLmrsT/SZocR3JoARmCrm8SBA0lfufKs10NxMYzv+YpbKmci+nzNZpbp0iWKjMN5+P0KPhG8XhUNgZGjOzBxYtdLfAWXF7dbX9ctPpaBCT+hOPBioSpBpqHh00REJEQUVGRABU1ElPTAIIoCo0Y1n6yCxSIjSaf+rlS17toCs1kiLi6E++7rxf/+t4+iIjcRERZiY0Pw+cwUF7m4Ie4k9/VxE58yi61/+xsJ/gISKABBoNc99zBx/nwAIlu1DB73tuII9u4rID29iEBARTCZkDS9QArALGiE2k2YbRa8PjvLc6y8VOpmzZqjvPTSeqxWiehoGw6HF4fDT1mZNxjcqq5zz56zU/YGRnAzaAbc/t//8lbLljUqRPdlNydow366IiBgwUPXXj2xWmXi28TSv4uFGKkCvymUcXcMZOzE3ld8peSZtG0bgSQJFKUfw4oHPyZCqaCMKEDAX2mBo/uSa5Xf6QZBqiphMklcd11rxo/vfBmv4vywWmVGjkxm27ZsSkrcqOrZD5CiGNRv5s9/vonHHrsWURQZPz6FKVM+pqTklPbryFEdWbLkuaDb9s1vvcWexYtxZGfT74EHMNtrFhkeObI9fr/C009XkJ5eWmkzJaOIYJJEWrY6pTZktqgUFrr58ccTvP32FkSRYCCrOq/Pp+LzKZjNujRZIKA2S5fsS4ER3AyaPPaEBGZu3swnkyZRkZV11vZuHOAESYTgRpYErFYZrzeAJEncMXMot97avK07Lha73ax7eP2jnNAtaeQRjwBYcOPFxikvu6oaQBUrTkDCHBHDLbd04uWXRzQ72bapU7tTWOjkjTd+pLj47NR21bNSaKjMQw/1Cz70XHddIocPP8FHH+0hJ8fB8OHtGDKkzVkZlp533nnOMQiCwNixnRgxoj2rV6ezfPkhbDYT69ZlcPx4abV9q87vcPjJz3dW09Y0mSTMZrEyuAUwmyVcLh+KovHUU9ed1+dytWC0Ahg0K/7Zrx+5O6sbLfqR+YqxZNCe6NYJ2CIj8fkCDBnSlnfeGUt4ePNpPm5M0tOL+V2fCRQ7BAKIHKITOSSetoeAiIKARghOOnOYrvfMZPr03k2udULTNBRFq5dcV36+k88+O8D8+TvZvj2nmtKVySSyZMlUbrnl0hbKvPDCWt55ZzN2uwWTSapcU/OjqrB//2M8+eQKvvrqCDExp+yFXC4fxcWeYDV1SIiJZ54ZxC9/OaS201zx1NUKYMzcDJqRb4SXAAAgAElEQVQV19x/P1+fEdxMBBjPCgq6Taas1w1omsbNN3dk0qSuRmA7jQ4dovm44kfm9uxJ+t4MdnAtQmUyEqoK2UUkAqhImKw2RFGgTZua3RIuFwcPFrBo0T4yMkqJjLRy662dGT68fa3iv/HxoTzySH8eeaQ/y5YdZM6czWRmltGzZwJ//OONdO9+6SsNH3nkWpYtS+P48TJEMYCqaoiiwIMP9iM+PpQXXhjOd99lUFzsxmqVCQRU/H6Fxx67lmefvYG8PAcpKXHB9KTB2TTazE0QhD8ADwAFlS89q2naisptvwPuBxTgSU3TvqnrWMbMzeB03kxIwJ2fX+010WLh12VlWCzVg5nfr/DddxkUFbno0iWWlJRYbDajj/Bf/9rBSy99R2Ghm4BfQVMDlZamujN5OBWMnjyAAde14xe/GNRkVOOPHSvhlVfWY7ebiYqy4nYHyMmp4O67ezFmTMfLPbzzIiOjlDlzNvHjj5lERFiYPr0399zTKyjinZqay/PPr+Wnn/KIjLTy8MP9ePTRAZd51E2Lyzlzm6Np2l/OGEw34C6gO9AKWC0IQmdN05SaDmBgcCazT5zgi7vv5sjXX6OpKq2vu46fLV16VmA7cKCAWbOWkZVVTnm5j0BApV27SB5/fAB3392zyXi05eRUUFjoJjk58pKNyesNYLHIREVZKS52oygmUDU0TUWWZabcN4KpU7sxbFi7yx7Yio8cYdVvf4vP6eRox2mYzdFERlrweAJYrRKJieEsW5bGyJHtL8gD7nLRrl0k77wzttZWoF69WrB06c8uw8iuDC5HWvI2YJGmaV7gmCAIR4ABwKbLMBaDZojFYuHOTz+tcx9FUZk9eyUFBU68XgWbTUYQ4MSJUj76aA9Op4+nnrrukrVh+P0KkiQGTS1XrjzCqlXprF9/PLiOEh5u4YknBjBjRp9GH9eNN7bnnXe2kJQUQUiIiaIil16qLgh8/PEdjB3bqVHPX1/+dd/TfDZ/M2VEEEkJBSymIiSJUnt7XC69b61VqzA6dIiirMxLbGzzkgcDoxWosWjs4Pa4IAjTge3ALzVNKwFaA5tP2+dk5WvVEAThQeBBgLZtL9zW3uDq5ODBQo4dK8FsltE0X/CJ3myWyM93kJqaR26uo9ErADMzy3j11fUsX34Ip9NPp05RdOkSi6bBrl05ZGc7dDsaVUYQNP70pw20aRPOqFGNW8DRvXs806f35oMPdiOKArGxoaiqxowZfZpMYNu0Zjf/mH8ME9EIQBpdyKYFAZcZ0VUMSEgWExkZpTgcPj75ZB8PP9zfCBYGwEUGN0EQVgMtatj0HPD/gFfQ16lfAd4CZtb32JqmzQPmgb7mdjHjNLj60D28BAIBpVpaTRCESudlgbIyb6MGt5ISN6NHzyctrThYdr59ey7bt+fSokUIhYVuBEHvYfL7VWJjbciyyPz5qY0e3AB+//uhjB7dgS+/PIQgwC23dGbAgLOeMy8bf509DwteBESO0wYVCGBGQUSp1MTE60MTTKgqbNmSxYQJXUhMDL/cQzdoAlxUcNM0bVR99hME4V/Al5U/ZgFtTtucWPmagUGD0a1bHDExNgoLXSiKHll0k0qF9u0jAWjZsuGbX8vLPTidfuLiQnn22TUcPFizKW1urgtBAEkS8HgCCALk57uIjLSSn+8kb+9ecnbswBYTQ4ebbkK2NHzVpyAIDByYyMCBiefeuRFRFJXcXAcWixxMK6qqRl6ZiBUPx2mHiIoJfzU7TxUJ0JA0D4FACIIA2dkVTTq4HT9eyquvric9vYTrrmvNrFn9aN8+6txvNDhvGi0tKQhCS03Tcip/nAhUSbEvAz4SBOGv6AUlnYCtjTUOg6sTm83Eiy8O4xe/+Aa/P4Db7UcQIDY2hKgoG+PHdyEiwnruA9UTl8vPiy+u4+uvj+D1BoiIsJCeXnLO91UJFKuqRkWFF1EQ6GZKZ/Htf0AQdL2QkNhYbnv/feK6XnmyYUuW7GfOnC34/QqxsaEMGdKGhx7qR2SklZQh15C6+DAeLFjxolSKPVP5XwENmQAKMjaLgKZBZKT+O83Pd7JmzVEOHSqiZcsw2rePJDLSSnJy1CW37dG99Q6zevUxFizYjaLoBSQ//HCCBQv28OmnU7n22qYzY75SaMw1tzcFQeiDnpbMAB4C0DRtnyAIHwP7gQDwmFEpadDQlJZ6aN06nLlzb2H9+gx++ikXk0miV68WjBnTgf79W13wsZ1OXRkiLMwcXN959tk1LF16EKtVAgRychyUl9ctNCxJVfJPusKj16sgKy665H2FvW0LRFn/83Tm5fHN00/zsxUrrhjpsKNHi7nttv+xb18hgqAbokZHWykqcuD1BnjhhWHc98QofrFmCxTqLgZ+TJU9eHJl2wIoiGhAeKSV9u0j6dgxmuzsCl55ZT1+v4Kmacz/zw5cDjc9ukbTplNrpkzpxtixHS/J2tzq1enMmLGEvDxnteZxi0VAkkRycx08++wavv32XmOtsIFptOCmadq9dWx7FajZx8TA4CLQNI2vvjrMZ5/tx+0OIIoCHTtG8957t130E3tJiZsPP0zlp5/0hESnTjHMmNEHs1lk6dI0cnMd+HxK5ThqlMKshiAI2O1m/H4FEEhOjmRq+DqiisGPCTUgYpUUbHFxFB85Qkl6OjGdmkaxx8WwcGEqDz64DJer6rPS8PsVioo8SJLIzp05ZGaWM3hwG9789Fl+9+iHHDpUghRwEI4DEYVSItG9+xTM+Bg0KImnnroOURRYsGA32dkVSBKsWLofn6o/PhRtyKTnnp/wOl107hxDx47RjXqdLpePu+76lKIiz1nbvF4VWdbXfnftysPl8jeZ1pQrBUOhxKDZUyVEIAgC+/cXMG/eDvLy9ECjaXD0aAmiKPDii8Mu+OlYVTXefnsLWVnllYodGjt2ZPPVV2l06BDFiROlaJq+hiaKAoqiopwjHyEIAikpMVRU+ImNttLRXkjW5iOsdbShTIrDYrcSHxpgUHw2IYIQVJJvzmzZcpKnn16J2139w9E0UFWV0lIPZWVeHA4fgiAwbFgS63b+lvnzd7NqxR6+/2ILKgIppBFDMV5MxN84geefH0Z4uIXPPz/Af/6zC48nQEZGKSAiVq7U+TGztywGed2PbN3ao9GCW3HGcZYv+IFPVubWGNiqCAQ0TCbdL89kujJm5E0JI7gZNFsyMkr48583snFjJhaLzMSJXfH5AuzflYnkcyCiEhIRilsJY/nyNB59tD/x8RdWRHLkSDEZGaUoisL//pdKRkZpMM20ceOpeqhAQAverBRFRZb1taCqohag8kamoaoa2dkOVL+PrIPH2KIIKNwMCFj9Hlp4izALEl+mt2RKBy+xzXzNTVU15s7dhsejVD4AnPpMqj4jv1/FbJZo0+ZUUYjFIvPAA/24884eHDw4ij/O+j/yT7gQo9uSMmwo993Xh7ZtIzhwoIB33tnMoUPF1Sxu1ErfOgEVPyaOFfj5+92/YMmf+9B2xCgGD27DzTd3xG6/+JnTxsUrePjp78mvMFHgEIHTg9bZD1aBgMZNNyVjNhu34obG+EQNmiWFhU7uuedz8vJcREdbcLv9zJ27FdXtpKLcgyBJCMiIFS6iw9yoodGcOFF+wcGtsNDJxo2ZnDxZhsdT95RM03RrkqoCFptNJi/PWdlIrvujlZV5kSSB4mIXkqsUn6rhRUbDTJUNTYUWRnaBm1irB2HsE81+vc3h8FFS4sFqlfB4dD3F01O3mqYH/pkzryEs7Ozq0PBwCwMGJPL5ztdJTy/G69UrX6v2/eKLA2zYkFmDd5u+PldFMbEcRUDdlYrX4aSo6CZSU/N47rmhF6XV6C4p4be/W0exx0Z8lEihI0D14Ka7w59OixahzJ17ywWf06B2jOBm0CxwOHy88cYGli8/hNcbIDLSSlZWOS1a2MnJceLzKfh9AYpL/MiihKXyJuIPSJS4NOx2B9nZ5egFuufPvn0FZGaW4fXWv/ZJ0yA62srAgYl88UUaqqqn3pxOH6KoBzn8AcrVELTgja/q5qd/7yQEQYxkwdfFjLm7iM6dYy5o/E0Bq1Uv9Q8Ls+DxKLhc/moBzmQSeeGFYdx5Z/c6jyPLIl26xJ71+rJlaaiqhiDUtt6pf8Ym/CgI+LFQfuQAfe+eSkZGKbt3515U1eKRHfs4UmQmJkLEXVyMQCigFxidOQaAyEgLGRmzMZsNrdPGoHk/ChpcNTz00HIWLtyDxSIRFWXlwIEC8vKcHD9ehs8XoLzcS0mpXp0YUAWcXnB6wafotxO3R+E3v1nNtm3n31KpaRrvv7/zvAJbFUePFPHFop34XC6iw6BdUjgWi4zJJOLzKTi8GhoC+p9iTeuBAoi6fNf77+88p6N0U8Zslhg/vjOdOsUQHW3DZjMhSXo7RLt2Efzww8955pkhF7wu6nTqeWLdORzO/DwFwISPcMoxE6CUU24HJpN4lr/amQQCCq+88j2dO/+N1q3/yu23L+LAgYLgdlUwoWn6ebxOR3Ctrzq690JsrI1vvrnXCGyNiDFzM2jypKbmsWVLFomJYcHUXExMCBkZpbhcfnw+BZ+v6kZy9o1RQyAyTEIQBF5//Uc++2zqeZ0/I6OUw4drbsauGw2PD3wImGXIznZgKfbg9+sak/rsQgDqDlh+v4bNZiY/30VxsbtZ6idWceutXVBVlaVL08jJcSDLAj//eR/uvLPnRR97+PAk9uzJ1wOMQOUMrsqIVSWaYtqQSQ6tzvrE/f6aHa3LyjwcOFCIpmm8+eaPrFp1FKtVQpJE1qw5yqhR2WzaNJO2bSPpNrgXLaOWUlCuUEQ0Psyc+t1qVAW2US3zWHJoboOs8RnUjhHcDJo8hw8XIQhCtTWnhIRQjh8vxe32n1GVWHOwUJCJjraxb1/+WdvOxZ49edQ8q6ofKgIIYJJFrHhxC7bzUNrXKy/tdjOaRrP375JlkSlTujN+fBccDh+RkVZkuWESSM88M4QPP9xDaWn1CkVZFkkJ7CWGYjSgDBelRBJPPoJkIiengqgoK337tqz2vq1bs5g3bweBgEpZmYevvjpMRIQlWLJvs5koLnbz+usbmDt3PCabjT/9ZQK3TluJj9DTjqRhx0ErsrDi5clnpxmB7RJgpCUNmjzt20ehaRqqeirNYzbr6zdV3lfVEc74XsDp0lOXF2Jeardb8HoD596xDnwBEAUBq0lDFCAQUDl1ObWkIytfl2URv1+hf/+WV4z5atX6W0MFNoA2bSL47rv76Nu3BWazhMkkcs01CaxadR/X3z+NUiIpI4JQHLThBIIgkHjH/aSkxPHb315frc+srMzD3LnbcDh8+HxK8PfvdgdQlFP/DmVZZOvW7ODPe45ryBYLVrOIgIpMAAmFADIBzJgsVrqPG91g12xQO8bMzaDJ07dvS/r3b8W2bVnExYUiyyIFBU6ioqxIkkh2tqOGd1UPGD6fwpEjhSQnx/CrX33D9Om96dWrJs3vs0lJia1zrSs01EQgoOD11rTGUjkSDawmsFs0TNGh5OR5Tkulnj3e04mOtpGSEsv06b3rNd6rmd69W7Bjx0PBxvDNm7PYtCmTHte05bav3+T4d2vw7FjLjTMn0nXKVFRVw2I5dRvMzCzjp59y+eSTvXz22QE0jWDxj6rqD1h+vxp8qAoE1GptC8uWpWGxiIREhVFS7CLgdqGh4cdMwB7PzU/eQrt2kZf8c7kaMYKbQbNg3rzxvPrqD3z11eHKKjuVoiI3Tqe/Xu/XNPB4VDRNY9myNFatOsprr43illvOrfhhsUjExoaQlVVeY2N2t26xuFwBiovdFBY68furB0JBAJOsEW3xEB0dwgmXhN+v1lHVpyPL0LNnPF26xPHyyzfWWB5/sWzZcpJFi/ZSWupl1KhkJk/uitXa/G8LbneA2bO/Zu3aYzgcPioq9Ab4W2/twpz579XoBrFqVToLF+4hN9fB2rXHKoMYVD14KIoukaYo+r+jqqrXX/xiUPAYmqYHS03TCI+w4pBEVFXF59PoP7ons2cPvOzmr1cLRlrSoFkQHm7ljTduYteuh+jYMYKcnHIcDv85Ja5OR9OgqMhFQoIdRVGZO3crTue5VT+io220axeJJImYTGKlCgnIsoDVKmIySZjNIgkJobRqFYYs6zcvURQwSwKyoNIy1E/75BgGjR+AqmpERFgqj3XqPHa7iehoK1FRFqKirAwZkkS/fq2ZPfs64uJCaxndhTNv3nbuvvtzvvrqMFu2nOSFF9bys599WmkX1Lz57LP9fPddBh5PgLIyb+WDhMYXXxxg4sTFFBe7g/vqkm2HePzxFUEDWUXRHz4UBVRFrUxF6jO3slI3xcVuQkLMvP32zdxwQ1LwWDff3BGTSQq2OISGmhFFkcTEMBYsmEh8fMP/Hg1qpvk/ohlcsSiKytatJ1m69BAeT4AJEzoTGmrm++8zuVAlqoICNzZbOfHxoRQUuDh5srzGnqkqKiq8lJd7mTChMxs3ZmIySYiiLngsihAXF4Lfr9KlSyxlZV5MJon4eDsVFV4SE8MZNCiRvr3i6NAxmrbtY3j++bWEhpqIjrYBApIkUFbmQVE0WrUKw2Yz0bt3AiUlHp58ciADBrRulHW24mIXc+ZsISZGL8kHvQdv9+48liw5wLRpF1+9eDlZseIwoihQXOzBbBYRRTFoeZSZWcbChak88cRAAL79Np3nnltTKdel4fOdXuFIZQ+ijgU/rYQibuxm4+3VfyIszFbtvI8/fi0bNpwgLa0Qv18lEFBp2TKMBQsmYbMZRSSXEiO4GTRJNE3j7bc3MWfOFoqLXfj9Kn//+xZiY0POWKs6PwQBcnIcRERYsNsthITU3Gfk9yssWrSXb79Nx+MJ4HL5iYiwIIoCPp+K1SrTqpUdjydAcnIUSUmR5OU5aNHCjqpqdOwYxdNPDzpLDDckxISmaYSGmpAkIWhW6nD48Hj8mEx6yvL++69h1KjkC77Oc7FtWzaKogYDG4AoilgsMqtWHb3g4HbsWAlLlhxAliXGjetIhw7Rl0XtXpZF3G4/oCGKp1eYCphMEtu26UUgfr/Ca6+tZ8+e/NMKfODsituqQKdQ5Lfx1fYAnrsXMPX+Gxg/vnNwDS4y0sbSpXexfHkaO3fmkpgYzpQpXS9YGcfgwjGCm0GT5NixEubM2Ux+vitYJalpkJfnuqjj6oUGukDviBHtazS2PHCggFmzlrFzZw6gERmpF644nT5atQojMTGi0tFbpbTUy7RpPRgzpiN79+ZTUOCiVaswunWLq7EScOLErixffgi320/r1mHk5DjQNI2QEBPt2kUxdmwnbrutCykptc8mG4LwcEuwQOL0FgtFUYmMPP+Zot+v8PDDX7Jo0V40TUMURd5440d+/eshPPnkgEse4G6/PYV1644FBZkFQSAQUDGb9bRy27Z6A3daWiHbtuWcEdjOpGrsCgFM+FAJVV1krviUTyNiMJslxo49tXZrschMmdKdKVPqVloxaFyM4GbQJPnhhxPk559dnHGx6OlEjRtvbM/zz5/tEpCamsuYMQvJz3cGhX1zc08F1KNHy6io8BERYUPTNG69tUvwyb1fv3NLew0Y0JrHHx/Au+9ux+UKYLVKREdH8PvfD2Xy5K61tDY0PAMHtqZVqzAKC13ExtoQRbGyZ1Djzjt7nNexiopcPPDAcpYtS0OW9X5ERVFwOLy8+eYGxozpUGfqtzG47bYUNmw4wbx5O3G7lco1UpHoaBsWi8y99/YC4NChoqBNUc2cSlGKgEQArdJpQFR8eNN28NVXVm6+uaNRKNLEMIKbQZMkNTW3wQNbFb16teC9926tUYj4+ee/q6ysq/3cxcVupk/vzc9+1otrrmlxXrMSQRB45JFrmTSpKzt2ZGOxyFx/fdtq5eiXAlEU+ec/x/PQQ1+SnV2BKArIsshvfzuEgQMT632cHTuyefnl71m9+iiqqq9XiaKu7xgI6NqRy5enXfLgJssic+aM4bbbUvjd71aTkVGKzWaiTZtw/vCH4cHxhIRUGc7W9Ps+W4AZBMx4g9JaBTu3Edr9Wvx+5ZL/Dg3qxvhtGDRJ0tKKGuW4oghDh7atVWF/9+4cbDZ9Daw2qjzievSIY/HivSxbdoiiIjfh4Wb69WvJbbel0LVrXJ3jSEiwM25c53qPW9M0jh0r5dChIqxWmT59WhAZaa33+2uia9c4vvvuPrZsyaK83MvAgYlnHVPTNLZvz2bXrlwcDh8REVZ69oynT58WuFx+3n13e6UpLEHZK0XRkGUBVdVL5y9n9eXw4e3YtGkWxcVuHA5fNQk3gMGDE4mIsFBc7K618lYigBVd9cSPCRseLOg6pm7NTNu2Ec1eOeZKxAhuBk2SnJyaGrNPYbGItTZN14UgCPTqlVDr9ogIC+XlPiSJOs1GjxwpZubMpWzYkElJiRuXKwBorF59lA8+SOU3vxnCjBl9znt8NZGTU8FTT33Nxo1ZhIbKJCdHk5gYzuzZA+nePf6iji2KIoMGtalxW2mph/vvX8rmzZkUF3vwehUEQa8QHT26A7Nm9cXvVwkLMwdnr1UBIhCoihQqw4Yl1Xj8S0l0tK2yQrU64eFWXn99JI8+ugK/v6ameg0BjXAqEFEpIhoPFlrhoAI7YW2SueuuHpelaMagbow+N4MmSceOUXVuv9CKSVGEVauO1qo4MmtWP/x+BUmq/UlcECAiwsqmTScxm3V1/5AQGZtNrjTihH/8YysnT5Zf0BhPJyengltu+YgVK47g9fopKHCzcWMmW7dm8dxza/B4TjWxa5pGXp6DEyfKCAQuvKK0ihdfXMuaNUfJznbi8SiVxRl6Uc9HH+1h3rwdgN4uUVFRczO97tHWtJ+hZ83qx7ff3ku/fi2pPqHXTU5VZHyY8CMTgpse7CWCclqJeXzw/UvnnKUbXB6M4GbQJHnmmevr3H4+zdtVmM0icXGhbN+ezU8/5dS4z+OPD2DmzGuQpNqfxCMirMGm7tJSb6U8U5Wws16BWFLiYdeums9xPrz77nayssqx283YbLrMV1mZl9278/jyy8OkpPydrVtPkpFRyvTpS5gy5WMeffRLnnzya1JTcy/4vB5PgEWL9lFWVnN6VlFg+fJDHD6Qzdo16ejK+1XK96cQRYGlSw9e8DguFcOHt2PhwkmEhppp1SqUxMQwwsLMhIRakUwmojp2oWNbO4OlbYw2/8ADt4SyXNlKUpIhpdVUadqPVAZXLf37t0KShGDF4pnIsnBa6qt+KIqGJOl9Tlu2ZNVY3SgIAu+8M5YHHujH00+vJDOzjIyMUyalXbvG8Le/jWPr1iw2bTp5mnVN9WOIIphMF78Os3FjJlarjM+nm3tWyUhVXU9urpObbvqQQEBvUBYEkCSBsDAzaWmFvP/+bRd0A66o8FBYWHfbRUWFj23b81DUMx8EThlyiqLAkSMXYhd06UlNzQNOzTQjIiy43QH8foWSEg//9+FDjBr1RoP8Xg0aHyO4GTRZunaNZe/egqAiyOmYTCKBQP3NQ2VZD0JlZV66dYs7p+xWjx7xLFw4mTVrjpKWVkTbthGMHp1MYmIEP/54gu3bs8nJqUCWRQIBNRiIZVlEECA21saePfmsWXOUDh1iuOmmZJKT60611kRMjA2zWcLrDeBw+M4KpF6vEgy8VZ9TIABer5stW7L4/e/X8P77t5/3DbmkxMO5lpE0Dc5V0Or3q6xbl8GHH/7EvfdeU+M+iqKydOlBPvvsID5fgHHjOjFtWg+s1ktr5Nm9u55eDAQUZFn3bLPbzfh8CsOGta3Wy2bQ9DGCm0GT5b//vY0hQ94/a33NZpPq7Ypd5cpc1T9mNktERdnO8u6qifj4UKZN64nT6WPz5pMsXZrG8eOlfPrpASwWmdhYG7m5TjRNw+0OIMsiMTE2fD6VtLQiXnxxHaqqYbXKLFgQz5//PJrrrqt/mT3A9Om92bYtm4gIK4WF7jr3rXoAqKpa9HoD7N6dz549+fW63tMJC7MQGWmlqMhzjj3PXUhRVORm5szllJZ6eeKJ687a/uyza/jkk/1YLHpA2bEjh1Wr0pk/fyKKovHkkyv4+OP9eDwBkpIi+MtfbmL8+JTzup760K1bPNdd15qNG08SFmbGZBKpqPBVtkjUnSY3aHoYa24GTZZ+/VqTmvoIw4cnERtrJTzcTGysjXbtzj0DEkUIDzeTlBRBTEwI4eFmQkJM2O1mOnSIrrVC8EzKyjy88sp6PvwwlW3bsnj33e0UFroIDZVp3z6a/v1b0aqVncGD2/D00wOZMqUrHk8AtzsQtEtxufxs25bNPfd8xpdfHqKkpO4gdTqjR3fgqacGBm1X6ote/KEhSbriyvnSooWd0aM7YLXWfouopZuiRhRF47e/XUNGRslpr6n88MNx3n9vJyVFDvLzHHi9AVq0CGXLlixefXU9Xbv+g3nzfqKszIvfr3D4cDGTJ3/C8uWNs473xRfTmDgxhUBAV59p0yaCBQsmce215/dQYnD5EbQLWZm/xPTv31/bvn375R6GwWXG4/Hz73/v5PPPD5KeXsyJE3o14pnWMbNm9SE5OZp//WsndrsZRVGpqPBhNovcdVcPnntuaDVNxbr47LP9LF+eRkmJhw0bTlBS4gmeKyzMRIsWYbhcPgIBjTFjOrBjRy5paYXBVCVU+YDpwaBz5xj69m3Ja6+NrHMtLCengsWL97Jx40l8PgWHw8f+/Xnk5Jyf/Fjfvgm88spIxo07/5RaYaGLhx5azpo1R3E4/MH1T5tNJCUljn378itFhmtqdj7tJ6HqS+DZZ6/n+uvb8tFHe9i1K4+D+/Pw+lUkQUASNBBEzFYZtydQKZmlH1uSQJZ1tX1FUUlJiWXfvsfO+5rqi26Oq10yxRiDC0MQhB2apvWvcZsR3AyaGy6Xn9TUXO6445Ng0YOi6KoY48Z1ZMmSaWiaxn//u4vFi/fp3kwX7bUAACAASURBVFrhFkaObM/Pf37NeSlJ/O53azh2rJgVK3Qfudp631q0CKVbtzi2b8+mvLz29TyTSSQ83MKECZ15//3bauyPKivz8Nxza0lNzaOgwEFWlgOn0xe0YDkfEhPD2LRpVo0amvVB0zTS00s4cqSIxMQIXn/9B3bsyCEhwU5GRjHHj1fU6zhVDyChoTKqquF2V13IGdWVgIoQDIinr7Xq0l762qbNJlFR8dwFXZPBlUNdwc1YczNodoSEmLjuujZs2jSL559fyw8/nCA01MT06b2YPVs3jhQEgZ///BomT+5Gfr6TyEgrsbEh532u0FCZ778/gcej1CHTBHl5uhbl6dWMNaGLNrtZtuwQGRmltG9/dop1y5aTHDlSxJEjxedsZj8Xfr/Kp5/u56mnzl7rqg+CINCxYzQdO0YD8Mgj13LffV9QXu6hTZtICgqqGtjrpuoZ2umse99KiWxAwGKRTguCeqAFXfmkMYxbDa4sjOBm0GxJTAznP/+5vc59wsMtF+WH1r59FC6XLygrVRuaxjlL56tQFL3xedmyNJ58ciAVFV5ee20DX399BEVRiYmxceJE6UUHNpNJICbGyv/+t/eCg9uZDBnSltdeG8mf//wj+flOkpIiyc114HYHgjJbNVW3ni9Wi4jdbsHjcQUDo6qCpukmoo89NuAir8TgSscIbgYGdRARYcFqlepMNVZxPhn+QEDlww9TkSSB1auPsWdPHrGxIUiSTFpaAXl59S86qQ1V1VOKCQkN6yU2dWp3JkzozLFjpZhMIvHxoSxffojXXlvP0aMlmM0Smkaly8CFBTu3RyU2TiYszBz87DVN7+GbPr03zz03tEGvyeDKwwhuBgZ18NFHe8jPv/hAcyZms0hyciRffnmY3btz6dQpGlEU8fsVHI6apazOF0XRKxLz8504HD7s9oZzgrbZTHTrdkp26p57enHXXd1ZujSNjz/eh9Uq07KlnX/+cweyLNbRxlBTqldfhywpcSGK+hrl9dcnMmNGH8aN60RoqJGSNDg3RnAzMKiFggInX3yR1ijHDguzYLHIuN0u3G4/fr9KdnYZubmOi3IarwmvV+GVV77jjTdGN+hxz0SWJSZP7sbkyd0A3edt8eJ99Wh9qLnHwWYz07FjNLNnD2TKlG5G5aLBeWEEN4OrkpycCubM2cyqVekEAiqJiWG0axfJ6NEdmDAhBVkWSUsrCDaLn9lucLGUlrpZuvQgJpNERYWPzZuzLvBIdZfhgz72lSsPN3pwO5OYmBDmzr2F++9fVqtG5ZmcnsKcP38iY8Z0bMQRGlzJGMHN4KqjoMDJpEmLSU3Nw+sNoCiwd6/e6Pzvf+8iJSWGH3+cSXR0SPBmW1Np+sUEPEUBn0+pVU2/ftRmsHl2gMvJcV7EeS6csWM7kZb2OCNGfMCuXbmARqCWgsnTP9/ERL2J3MDgQjHm+QZXHYsW7WX37lx8PuWsvjFBUDlwoJC77/6clJQ42rWLDN50zwxkFzOT0zQuyI/uQqhJ3PlSEhZmYcGCSSQmhmO1mgkPNyPLei9baKiExSJWMztt2TKUbdseQhQNjzSDC8eYuRlcdaxalY7Pp9R4w/f79WKP9euP43T6WLnyHoYN+y85OQ40TW8UDwkxIQicd+HHuQxQGwtZFoiKslWO//IEjC5dYvn++xn85S8b2bIli9jYECZP7sqIEe2Jjg7hq6/0vr/BgxMZNqz9ZRmjwZWFEdwMrjpCQ82Vs4Sam7J9PgVVVcjOLqdLlzhOnvwFq1YdYd++Aq6/vi29eiUwa9YyPv54P6Crn3i9AcrL6w52VenNumZRNW2v6bUqk9RzYTIJtGwZxpAhbS67W3TbtpH83/+Nq3HbtGk9L/FoDK50jLSkwVXH9Om9EYTaveJAt42ZPn1J8OebburIU08Non//1pjNMs8+O5QbbmhLaKgZv1+rV6Bp1y6CkJC6nyergpgo6kFNlgVMJjGYxhNFsNt1RwKhjjL6KqrUPH7zG0PV3uDqwghuBlcdY8Z05IYbzu0KsHVrDu+8s6nGbSkpsTz//DBGjUrGYpGCDcZ1TY5mzOhDnz51W88kJ0cydmwHRo5MxmqVKk1I1aDRqt1uok+fVixcOIl7p/es9GkTTvuqTlWvW1SU9ZzXa2BwJWEEN4OrDkEQePjh/kHV/rp48cV11CYuPnRoEs8+ewNDhrShTZsIJKn2lKPJJNKpUwyjRrUPzsL0sZz6v91uYuLEFHr2jGPHjmz8/lMFJ5oGgYDuLnDyZDkPP7yCESOSmTChM9I5fEgPHSpi4cI957xWA4MrCSO4GVyVZGSUERJiIjKybrWL8nI/5eXeWrdXVOjKH0VF7kr7l7ORJAGzWWL58jT8ft0K5/QgaDKJmM0iISEyJSVu5s/fQ3GxB1XVEMVTvmmiCL16JZCUFEF4uIVXXlnPsWOlxMTULQitqrB580kU5dJUZxoYNAUaJbgJgrBYEIRdlV8ZgiDsqny9nSAI7tO2vdsY5zcwOBddu8YCYLebCQmpfepjMol1WuTEx4fi9Sp4vbWr3espRZGCAhf/+MdWwsIswRSmpulpQ1kWGTOmI5mZFTgcvuC208v4NU13tQa9YtPrVfB4Ajid/jrToRaLhN1uNkrrDa4qGqVaUtO0O6u+FwThLaDstM3pmqb1aYzzGhjUl3HjOtOhQxRHjhRjt5txuWqWiBo5sj1Wa+1/Jh07RpOYGE4gUHdBicPhZf364/h8KiEhMrGxVlRVD1aqqlvBLFiwB7vdHAxsVQafoqihKFW9caeCqF5cYsZikfD5lGppzNNp3z6SceM6XvZqSQODS0mjtgII+l/TVGBEQx/b7/dz8uRJPB5PQx+60bBarSQmJmIy1c8F2qDxkGWRL7+cxmOPreDHH08SFiZTUVF99tWlSwwff3xHje8vK/OwfXs2+flORoxox7//vR2fr/ZWAFUlqBnp8QRwuwNnrc+pKpSX+6qtoVUFONB77PQCEv0YFotM//6tCQuzsGnTSUDD769+0O7dY5k1qx8TJnSp3wdjYHCF0Nh9bjcAeZqmHT7ttfaCIPwElAO/1zTth5reKAjCg8CDAG3btj1r+8mTJwkLC6Ndu3bN4olU0zSKioo4efIk7dsbTapNgdatI/jii2l4PAECARWLRWTRon0cOFDIyJHtGDmyZvmnzMwyXnvtB44fL8PvVyqbo+uf4T+X/UtVo3dVylLT9L42VdVwufxkZZUjigKzZw/grrt68v77P+F2BzhwoBBBgLAwM/37t+LJJwfSpUssLVo0rOWNgUFzQKitEuycbxSE1UCLGjY9p2na0sp9/h9wRNO0typ/tgB2TdOKBEHoB3wBdNc0rbyuc/Xv31/bvn17tdcOHDhASkpKswhsVWiaxsGDB+natevlHorBBaJpGlOnfsI336Tj96uYzRI2m4jDESAQUBpMUksUwWyWkGXd8qVFCztJSZEMGpSIySQxZkwHUlJOWc6UlLgpL/dQWuolLi6EVq3CG2QcBgZNGUEQdmia1r+mbRc8c9M0bdQ5TioDk4B+p73HC3grv98hCEI60BnYXuNBzkFzCmzQ/MZrcDZ/+9tWli1LQ1FUVFVfA6uo0CsiVbXhBByTk6MIBFTat48iISGU1q3DefLJgbRtG1Hj/lFRNqKibCQlNdgQrnjKyjz89FMOpaUeunaNo3PnGONv9AqiMdOSo4CDmqadrHpBEIQ4oFjTNEUQhGSgE3C0EcdgYNBgeL0B/vWvHSiKiqJUdwoIBBpWmdjl8jNqVDJDhrRl1KhkkpIiDD+zBuTgwUKefvpr9u8vxOXyYzZL9O4dz003deSaa1pw7bWtCQ1tOHNXg0tPYwa3u4D/nfHaUOBlQRD8gAo8rGlacUOeNDc3l6eeeopt27YRGRlJQkICb7/9NpMmTWLv3r0NeSqDq4zMzDI8nrMLQRoaQYC8PAcHDhTw1FPXkZwc1bgnvMoIBBSmTfuE1NT8auuf2dkO1q7NICkpkuHD2/H666OIirJdvoEaXBSNFtw0TZtRw2ufAZ814jmZOHEi9913H4sWLQJg9+7d5OXlNdYpDa4iYmND8fnUan1nFxPoahNJ1hu3RdLTS+nRI/7CT2BQI3/4wzp27cqvcZvXq5KeXozHE2DAgNbcf3/fSzw6g4biispzrFu3DpPJxMMPPxx8rXfv3rRpc0pHMCMjgxtuuIG+ffvSt29fNm7cCEBOTg5Dhw6lT58+9OjRgx9++AFFUZgxYwY9evSgZ8+ezJkzB4D09HTGjBlDv379uOGGGzh48CAAn3zyCT169KB3794MHTr0El65waUgIsJCfHxIrQ3T57tcY7NJWK2n/gRNJgFZFjCbZUJC5Gql/wYXh6Zp/Otf22nXbg6vvvpjnfsqij5z/vrrI5dodAaNwRVlebN371769etX5z7x8fGsWrUKq9XK4cOHmTZtGtu3b+ejjz7i5ptv5rnnnkNRFFwuF7t27SIrKyuYziwtLQXgwQcf5N1336VTp05s2bKFRx99lLVr1/Lyyy/zzTff0Lp16+C+BlcOZWVeOnSIZN++PNzus6siTSYRRdHqdBuowmaTGT++MxaLxFdfHUYUBWw2U7CvrbTUbaQjG5A//ekHXnrp+3pLkHm9aoMWCBlceq6o4FYf/H4/jz/+OLt27UKSJA4dOgTAtddey8yZM/H7/dx+++306dOH5ORkjh49yhNPPMEtt9zC6NGjcTgcbNy4kTvuONXc6/Xq2oNDhgxhxowZTJ06lUmTJl2W6zNoPD74YBdLlhysVUOyqkm7Powalczixfq/oZde+o633tqEomhYLBJudwBBEPjDH4Y3xLCvetxuP3PmbAZAksR6B7ikJKOdojlzRaUlu3fvzo4dO+rcZ86cOSQkJLB79262b9+Oz+cDYOjQoaxfv57WrVszY8YM5s+fT1RUFLt372b48OG8++67zJo1C1VViYyMZNeuXcGvAwcOAPDuu+/yxz/+kczMTPr160dRUVGjX7PBpWHlysO8+OJ3DVIVGR8fwrvvjg/+/MILw3j99ZG0aBGKpum6lx99NJlx4zpd9LkMID29BJfLjySJ56Wvqau+GDRXrqjgNmLECLxeL/PmzQu+lpqaSmZmZvDnsrIyWrZsiSiKfPjhhyiVchDHjx8nISGBBx54gFmzZrFz504KCwtRVZXJkyfzxz/+kZ07dxIeHk779u355JNPAD2Xv3v3bkBfixs4cCAvv/wycXFx1c5r0LyZM2czmqabh14MJpPIP/85nlatwoKvCYLAo48OYP/+x8nN/RWbNs1i7FgjsDUUcXEhlW0U9UsZA0gSpKUVUVFRuyOEQdPmigpugiCwZMkSVq9eTYcOHejevTu/+93vaNHilJDKo48+ygcffEDv3r05ePAgoaGhAHz33Xf07t2ba665hsWLFzN79myysrIYPnw4ffr04Z577uFPf/oTAAsXLuS9996jd+/edO/enaVLlwLwzDPP0LNnT3r06MHgwYPp3bv3pf8QDBqFnBwHJpOIyXRhfzKSpBeMtGhh59ZbUxp4dAZ1kZBgZ+jQtiiKVqu49JmEhJiwWmUyMoy18+bKBctvXUpqk99qjjJWzXXcVzv33vs5S5emIcsiJSXnJ9ZtNotERdmQJLjrrp689dbNjTRKg9ooK3Nzxx2fsnr10XO2b4SESEREWLHbzWzaNOucfnkGl4+65LeuqJmbgUFj8ZvfDCE83Izb7Q+ah9YHSRJITo7GbjfTqpUuoWVw6YmIsPHtt/fyzDODEUWw2UTsdlO1NLPZDImJdtq0icBslpkwoYsR2JoxRnAzMKgHPXoksGLFPQwbloTJJGEynXvtzW6XmTChM8nJkdxzTy+++OIukpIiL8FoDWrj1VdHMmhQIoGAbhsEAjabzOzZAxg8OAmLxYTZLHHffb157bWRl3u4BhfBVdcKYGBwofTqlcDKlfeydu1Rnn76G06cKKO0tOaCgwEDWtK9ewKvvTayyVrO+HwK69Yd43//28PmzVk4HF7i4kKZOfMaHnmkP7J85TWQy7LI+vU/58svD/P55/uJibHx5JPXkZQUiaZplJd7sdn0AGfQvDGCm4HBeTJiRDIrV97DwoW7ee65dcH+NknSRZQtFok+fVpis5mIjW16aS2328fzz6/lvfd2UVHhq1ZBWFTk4rnn1nLwYCH/+Mctl3GUjYcoitx6axduvbW6gasgCEREWC/TqAwaGiMtaWBwAbRsGcavfnU9GzbMpFOnqODaTUSEheHDk/D5VKZP740sN60/sZyccjp1+ht//esWSku9Z5XGezwqTqePBQtSOXzY6NM0aL4YMzcDg4vg2mtbs2/fY+zZk8/OnTkUFblo2TKMYcOSmtz6mqZpPPLICvLynDWKNlehqlBe7mPOnM3MnXtlzt4MrnyM4GZgcJGYTBJ9+7akb9+Wl3sotaJpGsuWpbF69dF6q6x8++0RnE6f4Wtm0CwxgpuBwVXADz+cYP78Xfj9gXrtL8tQXOwhJ8dBZmYZe/fmY7eb6NYtjjZtIqsprBgYNEWuuuCWmprL558f5MSJMtq2jWDSpBR69Wpx7jeeg5UrVzJ79mwURWHWrP/f3t0HR3Wddxz/PvsirQSVWDACW2sZYUN5qwYoEEht1zYuEJGaQtwGyrQQkenEY6eOW6aD6z+Ck3/yooQ6dToex3GndniJ46jG0OC4rkPa8fBS7IJsMAFSAkgGg+haIrBCYvX0j3sEC0gI2F3tXe3zmdnRvXd37/44s+yz99yz93yRVatWZSCtMenr6lIaGvZx/nwSEKDvI7fS0jCJRCfz5/+IY8faSCS8y9SFQsKkSRU89NBYli2bTCxWbiMLjS/562x3ljU2nqC+fhvxeIJYrIx4PEF9/TYaG0+ktd9kMsmjjz7Kli1b2LdvH+vXr2ffvn0ZSm1Mejo6kuzde4pDh+KUloav+djuyVLb2jppb09y4ED8YmETgQsXlN27P+ZrX/svxo59ljFjvsfLL++x6WGM7xRUcWto2E80GiEaLSEQEKLREqLRCA0N+9Pa786dO7nrrrsYPXo0RUVFLF68+OL1Jo3JtUAAWloSDB4cpqQkTHFx4LKJVYPBSxOtqnoDSnqaePXKASiqSnPzGb70pc08/vgWG11pfKWgitvRo61X/Y6lvDzC0aOtae23ubn5stm+Y7EYzc3Nae3TmEw5d+4CVVVldHZ2MWxYycVJUbupegWupCREeXkRgcD1zSre1QXJpJJIXGDTpgN8/eu/5J13bCYM4w8Fdc6tqqqceDxBNFpycVtraztVVeU5TGVMdg0eXMSoUUMYOrSEI0daCQYDnDvXQUvLOZJJJRQKoKoMGRKhubmNruufcxXwimNLy2+pqBjE2rWNTJ9+m52HMzlXUMVt0aJx1NdvA7wjttbWduLxdlasmJLWfisrKy+bu62pqYnKysq09mlMpoRCAT73uQn84AfvUlMzgkGDwpw+nUBViURCbN58gEGDwsTjiV5nGe/L2bNJDh36P4YNK+XAgRba2tq5885hjBjhz0uPmYGvoIpbTc1IVq6cddloyRUrpqQ9WnL69OkcPHiQw4cPU1lZyYYNG1i3bl2GUhuTvnvuqWLw4DCbNh3g5MmzTJxYwaxZMZYvf43hw0sREY4f/21ar/HOO0cpLS1i7dr3SSa7CAYD3H337WzevJRIpKA+aowPFNw7rqZmZEaG/qcKhUI8++yzzJ07l2QySV1dHRMnTszoaxiTDhFh6tTbmDr1tovbtm9voqMjSSRSytmzHVy4cIP9kVc4fbqdlpZ2SktDFBeHuXChi61bj/Dwwz9m8+al6f4TjLkhBVfcsqW2tpba2tpcxzDmusViZQAkk10UF4fcFDA3TxWKioRw2DvfFg4HUVXefvs3nD/fSXHxtX+GYEwmFdRoSWPMJbFYGfffP4qPPjpDItF5XSMk+xIMyhXrATo7uzhzpjP9nRtzA6y4GVPA1qyZx8KF42hrO08gcPPVLRIJEgxCZ+flA1I6OpIMGhRm2LCSXp5pTHZYcTOmgJWWhqmvn8ubb/4FtbVjKC+/ua7D4cNLqampQEQ4d66Tjo4kiUQnXV3wxBMzkUwcFhpzA6y4GWOoro4yf/5Yxo0bfsPPHTo0wpQpt7Jp01Kee24+sVgZgYBQUTGI73znj/jqV+/LfGBj+mADSowxACxdWsPIkYP4/OdfpbW147qec8cdZTz//B8ze/ZogsEAdXVTqaubmuWkxvTNjtyMMYD3Y++5c8fw4osLKCrq+6NBBMaPH86cOXcRDNpHifEXe0caYy6zcOF4Zs6MUVwcvOYIykgkSFvb+f4LZswNsOJmjLmMiDBnzp3EYmVMnNj7Objz55OMH39LPyYz5voVXHE70djI1tWr2VhXx9bVqznR2JiR/dbV1VFRUcGkSZMysj9jcmnZssmUlRXz8ce9X5JLRPjCF9K7Lqsx2VJQxe1EYyPb6utJxOOUxWIk4nG21ddnpMAtX76cN954IwMpjcm9WKyMdesWMWvWpamcuqfC6e6qnDy5gk9/+vZe9mBMbhVUcdvf0EAkGqUkGkUCAUqiUSLRKPsbGtLe97333svQoUMzkNIYfxg3bjgbNy7hwQerCYWEUChAUVGAQEAYPDjMSy8tst+vGd8qqOLWevQokfLL526LlJfTevRojhIZ438/+9lSHntsBtFoCZFImE99qpKtW5cxYUJFrqMZ06uC+p1beVUViXickmj04rb21lbKq6pymMoYfwuHg6xZM481a+blOoox162gjtzGLVpEezxOIh5Hu7pIxOO0x+OMW7Qo19GMMcZkUEEVt5E1NcxauZKSaJS2piZKolFmrVzJyJqaXEczxhiTQQXVLQlegctGMVuyZAlbt26lpaWFWCzG008/zYoVKzL+OsYYY/qWVnETkT8FVgPjgRmquivlvieBFUAS+GtV/bnbPg94BggCL6jqN9LJ4Bfr16/PdQRjjDFOut2SHwCLgP9M3SgiE4DFwERgHvBPIhIUkSDwfeAzwARgiXusMcYYkzFpHbmp6odAT791WQBsUNXzwGEROQTMcPcdUtX/dc/b4B67L50cxhhjTKpsDSipBI6lrDe5bb1tv4qI/JWI7BKRXadOnerxRVS1x+1+lW95jTEmX/VZ3ETkLRH5oIfbgmwGU9XnVXWaqk4bPvzqi7dGIhFOnz6dNwVDVTl9+jSRSCTXUYwxZsDrs1tSVR+8if02A6kXnYu5bVxj+w2JxWI0NTXR21GdH0UiEWKxWK5jGGPMgJetnwK8DqwTke8CtwFjgJ2AAGNEpBqvqC0G/vxmXiAcDlNdXZ2huMYYYwaSdH8KsBD4R2A48G8isltV56rqXhF5BW+gyAXgUVVNuuc8Bvwc76cAL6rq3rT+BcYYY8wVJB/OWU2bNk137drV9wONMcYUDBF5V1Wn9XRfQV1+yxhjTGHIiyM3ETkFHMnArm4BWjKwn/6Ub5nzLS/kX+Z8ywuWuT/kW15IP/Mdqnr1cHrypLhliojs6u0Q1q/yLXO+5YX8y5xvecEy94d8ywvZzWzdksYYYwYcK27GGGMGnEIrbs/nOsBNyLfM+ZYX8i9zvuUFy9wf8i0vZDFzQZ1zM8YYUxgK7cjNGGNMAbDiZowxZsApiOImIpNFZLuI7HbT6Mxw20VEvicih0SkUUSm5jprNxH5sojsF5G9IvKtlO1Pury/EpG5uczYExH5WxFREbnFrfuyjUXk2659G0XkX0VkSMp9vm1jEZnnch0SkVW5znMlEbldRH4hIvvce/dxt32oiPy7iBx0f6O5znolN6Hy/4jIZrdeLSI7XFv/WESKcp2xm4gMEZFX3Xv4QxGZ5fc2FpEn3HviAxFZLyKRrLaxqg74G/Am8Bm3XAtsTVnegndB55nAjlxndbnuB94Cit16hfs7AdgDFAPVwK+BYK7zpuS+He+6oUeAW3zexnOAkFv+JvBNv7cx3vVYfw2MBopczgm5znVFxluBqW75d4ADrk2/Baxy21d1t7efbsDfAOuAzW79FWCxW34OeCTXGVOy/gvwRbdcBAzxcxvjzdt5GChJadvl2WzjgjhyAxQoc8vlwEdueQHwknq2A0NE5NZcBLzCI8A31JvJHFU96bZfnOFcVQ8DqTOc+8Ea4O/w2rubL9tYVd9U1QtudTve9Evg7zaegZvJXlU7gO6Z7H1DVY+r6ntu+QzwId4H2wK8D2Tc3z/JTcKeiUgMmA+84NYFeAB41T3EN5lFpBy4F/ghgKp2qOon+LyN8S7UXyIiIaAUOE4W27hQittXgG+LyDGgHnjSbb/umcH72VjgHne4/ksRme62+zUvbvLaZlXdc8Vdvs2cog7v6BL8ndfP2a4iIqOAKcAOYISqHnd3nQBG5ChWb/4B74tZl1sfBnyS8gXIT21dDZwC/tl1o74gIoPwcRurajPeZ+9RvKLWCrxLFts4W/O59TsReQsY2cNdTwGzgSdU9aci8md433huZhLWjOkjbwgYiteNNx14RURG92O8HvWR+e/xuvp841p5VXWje8xTeNMyre3PbAOdiAwGfgp8RVXbvAMhj6qqiPjmN0gi8lngpKq+KyL35TrPdQgBU4Evq+oOEXkGrxvyIh+2cRTvyLIa+AT4CTAvm685YIqbXmPGcBF5CXjcrf4E1/XAtWcMz6o+8j4CNKjXEb1TRLrwLjCas7zQe2YR+T28N+0e9yEWA95zA3d82cYAIrIc+Cww27U15LiN++DnbBeJSBivsK1V1Qa3+WMRuVVVj7tu6ZO976Hf/QHwkIjUAhG8UxjP4HWhh9yRhZ/augloUtUdbv1VvOLm5zZ+EDisqqcARKQBr92z1saF0i35EfCHbvkB4KBbfh34SzeibybQmnJYn0uv4Q0qQUTG4p0wbsHLu1hEisWbzbx7hvOcUtX3VbVCVUep6ii8/3xTT8fEUAAAAURJREFUVfUEPm1jEZmH1w31kKqeS7nLl23s/DduJns3qmwxXl7fcOeqfgh8qKrfTbnrdWCZW14GbOzvbL1R1SdVNebeu4uBt1V1KfAL4GH3MN9kdv+vjonI77pNs/EmhvZtG+N1R84UkVL3HunOnL02zvUomv64AXfj9e/uwev//323XYDv441Aex+YluusLlcR8CPgA+A94IGU+55yeX+FGwHqtxvwGy6NlvRrGx/CO3+1292ey4c2xht9esDleyrXeXrIdzfegKLGlLatxTuH9R94XyzfAobmOmsv+e/j0mjJ0XhfbA7h9fgU5zpfSs7JwC7Xzq8BUb+3MfA0sN99rr2MNyI5a21sl98yxhgz4BRKt6QxxpgCYsXNGGPMgGPFzRhjzIBjxc0YY8yAY8XNGGPMgGPFzRhjzIBjxc0YY8yA8//tIvI8qrlUIQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_tsne(\"temporal link embeddings\", temporal_link_features_test, link_labels_test)\n",
    "plot_tsne(\"static link embeddings\", static_link_features_test, link_labels_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "nbsphinx": "hidden",
    "tags": [
     "CloudRunner"
    ]
   },
   "source": [
    "<table><tr><td>Run the latest release of this notebook:</td><td><a href=\"https://mybinder.org/v2/gh/stellargraph/stellargraph/master?urlpath=lab/tree/demos/link-prediction/ctdne-link-prediction.ipynb\" alt=\"Open In Binder\" target=\"_parent\"><img src=\"https://mybinder.org/badge_logo.svg\"/></a></td><td><a href=\"https://colab.research.google.com/github/stellargraph/stellargraph/blob/master/demos/link-prediction/ctdne-link-prediction.ipynb\" alt=\"Open In Colab\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\"/></a></td></tr></table>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
